Associations

[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.

Associations

[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.

Unnamed: 0

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Overall

-0.97

Reactions

-0.83

Composure

-0.72

Potential

-0.63

Special

-0.60

ShortPassing

-0.49

Vision

-0.49

Wage_Number

-0.48

LongPassing

-0.48

Age

-0.45

BallControl

-0.45

ShotPower

-0.44

LongShots

-0.42

Curve

-0.42

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LCM

0.72

CM

0.72

RCM

0.72

LM

0.69

RM

0.69

LAM

0.69

CAM

0.69

RAM

0.69

LS

0.66

ST

0.66

RS

0.66

LDM

0.63

CDM

0.63

RDM

0.63

MOST FREQUENT VALUES

2047

1

<0.1%

15010

1

<0.1%

661

1

<0.1%

6806

1

<0.1%

4759

1

<0.1%

17053

1

<0.1%

10912

1

<0.1%

8865

1

<0.1%

12963

1

<0.1%

12947

1

<0.1%

2724

1

<0.1%

677

1

<0.1%

6822

1

<0.1%

4775

1

<0.1%

17069

1

<0.1%

SMALLEST VALUES

0

1

<0.1%

1

<0.1%

2

1

<0.1%

3

1

<0.1%

4

1

<0.1%

5

1

<0.1%

6

1

<0.1%

7

1

<0.1%

8

1

<0.1%

9

1

<0.1%

10

1

<0.1%

11

1

<0.1%

12

1

<0.1%

13

1

<0.1%

14

1

<0.1%

LARGEST VALUES

18206

1

<0.1%

18205

1

<0.1%

18204

1

<0.1%

18203

1

<0.1%

18202

1

<0.1%

18201

1

<0.1%

18200

1

<0.1%

18199

1

<0.1%

18198

1

<0.1%

18197

1

<0.1%

18196

1

<0.1%

18195

1

<0.1%

18194

1

<0.1%

18193

1

<0.1%

18192

1

<0.1%

ID

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Age

-0.74

Overall

-0.42

Unnamed: 0

0.42

Reactions

-0.41

Composure

-0.38

Strength

-0.26

Special

-0.23

Aggression

-0.23

Vision

-0.22

Wage_Number

-0.20

FKAccuracy

-0.20

LongPassing

-0.19

Jersey Number

0.18

Curve

-0.17

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

International Reputation

0.38

LCM

0.37

CM

0.37

RCM

0.37

LDM

0.36

CDM

0.36

RDM

0.36

LWB

0.33

RWB

0.33

LS

0.32

ST

0.32

RS

0.32

LB

0.32

RB

0.32

MOST FREQUENT VALUES

231423

1

<0.1%

225883

1

<0.1%

205393

1

<0.1%

244306

1

<0.1%

209491

1

<0.1%

229973

1

<0.1%

201303

1

<0.1%

243259

1

<0.1%

215644

1

<0.1%

213837

1

<0.1%

213597

1

<0.1%

184927

1

<0.1%

201081

1

<0.1%

205409

1

<0.1%

242275

1

<0.1%

SMALLEST VALUES

16

1

<0.1%

41

1

<0.1%

80

1

<0.1%

164

1

<0.1%

657

1

<0.1%

768

1

<0.1%

1179

1

<0.1%

2147

1

<0.1%

2335

1

<0.1%

2702

1

<0.1%

3281

1

<0.1%

3484

1

<0.1%

3665

1

<0.1%

5479

1

<0.1%

6826

1

<0.1%

LARGEST VALUES

246620

1

<0.1%

246617

1

<0.1%

246616

1

<0.1%

246613

1

<0.1%

246609

1

<0.1%

246608

1

<0.1%

246606

1

<0.1%

246603

1

<0.1%

246602

1

<0.1%

246601

1

<0.1%

246600

1

<0.1%

246599

1

<0.1%

246594

1

<0.1%

246593

1

<0.1%

246592

1

<0.1%

Name

MISSING:

---

11

<1%

-

J. Rodríguez

8

<1%

-

Paulinho

7

<1%

-

J. Williams

7

<1%

-

R. Williams

6

<1%

-

J. Gómez

6

<1%

-

Felipe

6

<1%

-

J. Hernández

6

<1%

-

J. Valencia

5

<1%

-

J. Pérez

5

<1%

-

A. Traoré

5

<1%

-

Danilo

5

<1%

-

J. Torres

5

<1%

-

L. López

5

<1%

-

J. Jones

5

<1%

-

D. Williams

5

<1%

-

J. Murillo

5

<1%

-

M. Pedersen

5

<1%

-

M. Smith

5

<1%

-

L. Rodríguez

5

<1%

-

M. Gómez

5

<1%

-

J. Martínez

4

<1%

-

Carlitos

4

<1%

-

G. Rodríguez

4

<1%

-

Álvaro

4

<1%

-

D. Schmidt

4

<1%

-

Fernando

4

<1%

-

A. Ba

4

<1%

-

M. López

4

<1%

-

L. Martínez

4

<1%

-

L. Kelly

4

<1%

-

R. González

4

<1%

-

D. Johnson

4

<1%

-

J. Mosquera

4

<1%

-

J. García

4

<1%

-

J. Medina

4

<1%

-

D. Rodríguez

4

<1%

-

M. García

4

<1%

-

M. Herrera

4

<1%

-

J. Clarke

4

<1%

-

M. Dembélé

4

<1%

-

A. González

4

<1%

-

R. Taylor

4

<1%

-

J. Aguirre

4

<1%

-

Y. Kobayashi

4

<1%

-

K. Nakamura

4

<1%

-

F. Rodríguez

4

<1%

-

J. Murphy

4

<1%

-

J. Brown

3

<1%

-

J. Simpson

3

<1%

-

C. Vargas

3

<1%

-

A. Taylor

3

<1%

-

J. Duque

3

<1%

-

C. Villanueva

3

<1%

-

A. Smith

3

<1%

-

S. Romero

3

<1%

-

C. Gutiérrez

3

<1%

-

C. Rodríguez

3

<1%

-

J. Martin

3

<1%

-

A. Sánchez

3

<1%

-

J. Lewis

17,941

99%

-

(Other)

Age

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

ID

-0.74

Unnamed: 0

-0.45

Reactions

0.45

Overall

0.45

Composure

0.39

Strength

0.33

Aggression

0.27

Potential

-0.25

Jersey Number

-0.24

Special

0.24

Interceptions

0.20

FKAccuracy

0.19

Vision

0.19

LongPassing

0.18

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LDM

0.38

CDM

0.38

RDM

0.38

LCM

0.36

CM

0.36

RCM

0.36

LWB

0.33

RWB

0.33

LB

0.32

RB

0.32

LS

0.30

ST

0.30

RS

0.30

LAM

0.28

MOST FREQUENT VALUES

21

1,423

7.8%

26

1,387

7.6%

24

1,358

7.5%

22

1,340

7.4%

23

1,332

7.3%

25

1,319

7.2%

20

1,240

6.8%

27

1,162

6.4%

28

1,101

6.0%

19

1,024

5.6%

29

959

5.3%

30

917

5.0%

18

732

4.0%

31

707

3.9%

32

574

3.2%

SMALLEST VALUES

16

42

0.2%

17

289

1.6%

18

732

4.0%

19

1,024

5.6%

20

1,240

6.8%

21

1,423

7.8%

22

1,340

7.4%

23

1,332

7.3%

24

1,358

7.5%

25

1,319

7.2%

26

1,387

7.6%

27

1,162

6.4%

28

1,101

6.0%

29

959

5.3%

30

917

5.0%

LARGEST VALUES

45

1

<0.1%

44

2

<0.1%

42

1

<0.1%

41

5

<0.1%

40

13

<0.1%

39

25

0.1%

38

37

0.2%

37

82

0.5%

36

127

0.7%

35

196

1.1%

34

404

2.2%

33

408

2.2%

32

574

3.2%

31

707

3.9%

30

917

5.0%

Photo

MISSING:

---

1

<1%

-

https://cdn.sofifa.org/players/4/19/229646.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/214491.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/239200.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/239741.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/232654.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/208309.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/186508.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/212443.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/206653.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/209039.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/209065.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/192838.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/234492.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/232597.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/246602.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/189206.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/186748.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/184176.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/222187.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/202809.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/193348.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/51963.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/164470.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/199245.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/216453.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/184242.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/234904.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/238693.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/146636.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/243173.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/195086.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/232592.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/213160.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/201509.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/210792.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/170252.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/243631.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/203834.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/216706.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/241984.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/218887.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/230044.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/235544.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/187607.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/209613.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/230827.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/241020.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/188955.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/183347.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/171995.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/244394.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/238495.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/216407.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/187942.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/207707.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/223852.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/167926.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/213512.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/179971.png

1

<1%

-

https://cdn.sofifa.org/players/4/19/215011.png

18,147

>99%

-

(Other)

Nationality

MISSING:

---

1,662

9%

-

England

1,198

7%

-

Germany

1,072

6%

-

Spain

937

5%

-

Argentina

914

5%

-

France

827

5%

-

Brazil

702

4%

-

Italy

618

3%

-

Colombia

478

3%

-

Japan

453

2%

-

Netherlands

397

2%

-

Sweden

392

2%

-

China PR

391

2%

-

Chile

368

2%

-

Republic of Ireland

366

2%

-

Mexico

353

2%

-

United States

350

2%

-

Poland

341

2%

-

Norway

340

2%

-

Saudi Arabia

336

2%

-

Denmark

335

2%

-

Korea Republic

322

2%

-

Portugal

303

2%

-

Turkey

298

2%

-

Austria

286

2%

-

Scotland

260

1%

-

Belgium

236

1%

-

Australia

220

1%

-

Switzerland

149

<1%

-

Uruguay

130

<1%

-

Senegal

129

<1%

-

Wales

126

<1%

-

Serbia

126

<1%

-

Croatia

121

<1%

-

Nigeria

114

<1%

-

Ghana

102

<1%

-

Greece

100

<1%

-

Ivory Coast

100

<1%

-

Czech Republic

90

<1%

-

Cameroon

85

<1%

-

Paraguay

85

<1%

-

Morocco

80

<1%

-

Northern Ireland

79

<1%

-

Russia

73

<1%

-

Ukraine

71

<1%

-

South Africa

67

<1%

-

Venezuela

67

<1%

-

Finland

64

<1%

-

Canada

61

<1%

-

Bosnia Herzegovina

60

<1%

-

Algeria

55

<1%

-

Slovenia

54

<1%

-

Slovakia

54

<1%

-

Romania

52

<1%

-

DR Congo

47

<1%

-

Iceland

44

<1%

-

New Zealand

43

<1%

-

Mali

43

<1%

-

Ecuador

40

<1%

-

Albania

38

<1%

-

Hungary

903

5%

-

(Other)

Flag

MISSING:

---

1,662

9%

-

https://cdn.sofifa.org/flags/14.png

1,198

7%

-

https://cdn.sofifa.org/flags/21.png

1,072

6%

-

https://cdn.sofifa.org/flags/45.png

937

5%

-

https://cdn.sofifa.org/flags/52.png

914

5%

-

https://cdn.sofifa.org/flags/18.png

827

5%

-

https://cdn.sofifa.org/flags/54.png

702

4%

-

https://cdn.sofifa.org/flags/27.png

618

3%

-

https://cdn.sofifa.org/flags/56.png

478

3%

-

https://cdn.sofifa.org/flags/163.png

453

2%

-

https://cdn.sofifa.org/flags/34.png

397

2%

-

https://cdn.sofifa.org/flags/46.png

392

2%

-

https://cdn.sofifa.org/flags/155.png

391

2%

-

https://cdn.sofifa.org/flags/55.png

368

2%

-

https://cdn.sofifa.org/flags/25.png

366

2%

-

https://cdn.sofifa.org/flags/83.png

353

2%

-

https://cdn.sofifa.org/flags/95.png

350

2%

-

https://cdn.sofifa.org/flags/37.png

341

2%

-

https://cdn.sofifa.org/flags/36.png

340

2%

-

https://cdn.sofifa.org/flags/183.png

336

2%

-

https://cdn.sofifa.org/flags/13.png

335

2%

-

https://cdn.sofifa.org/flags/167.png

322

2%

-

https://cdn.sofifa.org/flags/38.png

303

2%

-

https://cdn.sofifa.org/flags/48.png

298

2%

-

https://cdn.sofifa.org/flags/4.png

286

2%

-

https://cdn.sofifa.org/flags/42.png

260

1%

-

https://cdn.sofifa.org/flags/7.png

236

1%

-

https://cdn.sofifa.org/flags/195.png

220

1%

-

https://cdn.sofifa.org/flags/47.png

149

<1%

-

https://cdn.sofifa.org/flags/60.png

130

<1%

-

https://cdn.sofifa.org/flags/136.png

129

<1%

-

https://cdn.sofifa.org/flags/50.png

126

<1%

-

https://cdn.sofifa.org/flags/10.png

126

<1%

-

https://cdn.sofifa.org/flags/51.png

121

<1%

-

https://cdn.sofifa.org/flags/133.png

114

<1%

-

https://cdn.sofifa.org/flags/117.png

102

<1%

-

https://cdn.sofifa.org/flags/22.png

100

<1%

-

https://cdn.sofifa.org/flags/12.png

100

<1%

-

https://cdn.sofifa.org/flags/108.png

90

<1%

-

https://cdn.sofifa.org/flags/103.png

85

<1%

-

https://cdn.sofifa.org/flags/58.png

85

<1%

-

https://cdn.sofifa.org/flags/129.png

80

<1%

-

https://cdn.sofifa.org/flags/35.png

79

<1%

-

https://cdn.sofifa.org/flags/40.png

73

<1%

-

https://cdn.sofifa.org/flags/49.png

71

<1%

-

https://cdn.sofifa.org/flags/140.png

67

<1%

-

https://cdn.sofifa.org/flags/61.png

67

<1%

-

https://cdn.sofifa.org/flags/17.png

64

<1%

-

https://cdn.sofifa.org/flags/70.png

61

<1%

-

https://cdn.sofifa.org/flags/8.png

60

<1%

-

https://cdn.sofifa.org/flags/97.png

55

<1%

-

https://cdn.sofifa.org/flags/44.png

54

<1%

-

https://cdn.sofifa.org/flags/43.png

54

<1%

-

https://cdn.sofifa.org/flags/39.png

52

<1%

-

https://cdn.sofifa.org/flags/110.png

47

<1%

-

https://cdn.sofifa.org/flags/24.png

44

<1%

-

https://cdn.sofifa.org/flags/198.png

43

<1%

-

https://cdn.sofifa.org/flags/57.png

43

<1%

-

https://cdn.sofifa.org/flags/126.png

40

<1%

-

https://cdn.sofifa.org/flags/1.png

38

<1%

-

https://cdn.sofifa.org/flags/23.png

903

5%

-

(Other)

Overall

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Unnamed: 0

-0.97

Reactions

0.85

Composure

0.73

Potential

0.66

Special

0.61

Wage_Number

0.57

ShortPassing

0.50

Vision

0.50

LongPassing

0.48

BallControl

0.46

Age

0.45

ShotPower

0.44

LongShots

0.42

Curve

0.42

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LCM

0.74

CM

0.74

RCM

0.74

LM

0.70

RM

0.70

LAM

0.70

CAM

0.70

RAM

0.70

LS

0.67

ST

0.67

RS

0.67

LDM

0.65

CDM

0.65

RDM

0.65

MOST FREQUENT VALUES

66

1,163

6.4%

67

1,118

6.1%

64

1,091

6.0%

65

1,045

5.7%

68

1,035

5.7%

63

1,002

5.5%

69

973

5.3%

70

889

4.9%

62

878

4.8%

71

783

4.3%

72

753

4.1%

61

711

3.9%

60

649

3.6%

73

608

3.3%

74

537

2.9%

SMALLEST VALUES

46

1

<0.1%

47

20

0.1%

48

32

0.2%

49

36

0.2%

50

103

0.6%

51

125

0.7%

52

159

0.9%

53

199

1.1%

54

250

1.4%

55

265

1.5%

56

343

1.9%

57

402

2.2%

58

444

2.4%

59

525

2.9%

60

649

3.6%

LARGEST VALUES

94

2

<0.1%

92

1

<0.1%

91

6

<0.1%

90

5

<0.1%

89

11

<0.1%

88

17

<0.1%

87

13

<0.1%

86

22

0.1%

85

33

0.2%

84

45

0.2%

83

70

0.4%

82

94

0.5%

81

93

0.5%

80

143

0.8%

79

171

0.9%

Potential

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Overall

0.66

Unnamed: 0

-0.63

Reactions

0.51

Wage_Number

0.49

Composure

0.44

Special

0.38

ShortPassing

0.37

BallControl

0.35

Vision

0.35

LongPassing

0.32

Dribbling

0.32

ShotPower

0.29

Curve

0.28

LongShots

0.27

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LM

0.53

RM

0.53

LAM

0.53

CAM

0.53

RAM

0.53

LCM

0.52

CM

0.52

RCM

0.52

LS

0.48

ST

0.48

RS

0.48

LDM

0.46

CDM

0.46

RDM

0.46

MOST FREQUENT VALUES

70

1,203

6.6%

69

1,175

6.5%

71

1,140

6.3%

68

1,136

6.2%

72

1,122

6.2%

73

1,051

5.8%

74

1,015

5.6%

66

996

5.5%

67

991

5.4%

75

951

5.2%

76

769

4.2%

65

768

4.2%

64

714

3.9%

77

698

3.8%

78

547

3.0%

SMALLEST VALUES

48

2

<0.1%

50

2

<0.1%

51

2

<0.1%

52

10

<0.1%

53

6

<0.1%

54

7

<0.1%

55

18

<0.1%

56

24

0.1%

57

47

0.3%

58

87

0.5%

59

125

0.7%

60

165

0.9%

61

251

1.4%

62

379

2.1%

63

495

2.7%

LARGEST VALUES

95

1

<0.1%

94

3

<0.1%

93

4

<0.1%

92

9

<0.1%

91

12

<0.1%

90

21

0.1%

89

33

0.2%

88

48

0.3%

87

61

0.3%

86

82

0.5%

85

139

0.8%

84

181

1.0%

83

219

1.2%

82

251

1.4%

81

307

1.7%

Club

MISSING:

241

(1%)

33

<1%

-

Real Madrid

33

<1%

-

RC Celta

33

<1%

-

Chelsea

33

<1%

-

Newcastle United

33

<1%

-

Wolverhampton Wanderers

33

<1%

-

Empoli

33

<1%

-

Arsenal

33

<1%

-

Southampton

33

<1%

-

Eintracht Frankfurt

33

<1%

-

Manchester City

33

<1%

-

Borussia Dortmund

33

<1%

-

Everton

33

<1%

-

Fortuna Düsseldorf

33

<1%

-

Liverpool

33

<1%

-

Burnley

33

<1%

-

TSG 1899 Hoffenheim

33

<1%

-

Cardiff City

33

<1%

-

Atlético Madrid

33

<1%

-

FC Barcelona

33

<1%

-

Manchester United

33

<1%

-

AS Monaco

33

<1%

-

Valencia CF

33

<1%

-

CD Leganés

33

<1%

-

Frosinone

33

<1%

-

Rayo Vallecano

33

<1%

-

Tottenham Hotspur

32

<1%

-

Fulham

32

<1%

-

Huddersfield Town

32

<1%

-

Brighton & Hove Albion

32

<1%

-

VfL Wolfsburg

32

<1%

-

Bournemouth

32

<1%

-

Hertha BSC

32

<1%

-

Leicester City

32

<1%

-

Villarreal CF

32

<1%

-

Lazio

32

<1%

-

Levante UD

32

<1%

-

SV Werder Bremen

32

<1%

-

FC Nantes

32

<1%

-

1. FSV Mainz 05

32

<1%

-

Crystal Palace

32

<1%

-

West Ham United

31

<1%

-

Real Sociedad

31

<1%

-

FC Girondins de Bordeaux

31

<1%

-

FC Augsburg

31

<1%

-

Toulouse Football Club

31

<1%

-

Athletic Club de Bilbao

30

<1%

-

Houston Dynamo

30

<1%

-

Al Hazem

30

<1%

-

Shonan Bellmare

30

<1%

-

Udinese

30

<1%

-

FC Ingolstadt 04

30

<1%

-

Ettifaq FC

30

<1%

-

FC Tokyo

30

<1%

-

Orlando City SC

30

<1%

-

Al Raed

30

<1%

-

Sheffield United

30

<1%

-

Fenerbahçe SK

30

<1%

-

Al Shabab

30

<1%

-

Real Salt Lake

30

<1%

-

PSV

16,053

89%

-

(Other)

Club Logo

MISSING:

---

33

<1%

-

https://cdn.sofifa.org/teams/2/light/17.png

33

<1%

-

https://cdn.sofifa.org/teams/2/light/1796.png

33

<1%

-

https://cdn.sofifa.org/teams/2/light/1961.png

33

<1%

-

https://cdn.sofifa.org/teams/2/light/1824.png

33

<1%

-

https://cdn.sofifa.org/teams/2/light/110.png

33

<1%

-

https://cdn.sofifa.org/teams/2/light/100888.png

33

<1%

-

https://cdn.sofifa.org/teams/2/light/450.png

33

<1%

-

https://cdn.sofifa.org/teams/2/light/111657.png

33

<1%

-

https://cdn.sofifa.org/teams/2/light/240.png

33

<1%

-

https://cdn.sofifa.org/teams/2/light/18.png

33

<1%

-

https://cdn.sofifa.org/teams/2/light/9.png

33

<1%

-

https://cdn.sofifa.org/teams/2/light/243.png

33

<1%

-

https://cdn.sofifa.org/teams/2/light/110636.png

33

<1%

-

https://cdn.sofifa.org/teams/2/light/10029.png

33

<1%

-

https://cdn.sofifa.org/teams/2/light/241.png

33

<1%

-

https://cdn.sofifa.org/teams/2/light/13.png

33

<1%

-

https://cdn.sofifa.org/teams/2/light/10.png

33

<1%

-

https://cdn.sofifa.org/teams/2/light/7.png

33

<1%

-

https://cdn.sofifa.org/teams/2/light/5.png

33

<1%

-

https://cdn.sofifa.org/teams/2/light/480.png

33

<1%

-

https://cdn.sofifa.org/teams/2/light/22.png

33

<1%

-

https://cdn.sofifa.org/teams/2/light/1746.png

33

<1%

-

https://cdn.sofifa.org/teams/2/light/69.png

33

<1%

-

https://cdn.sofifa.org/teams/2/light/1.png

33

<1%

-

https://cdn.sofifa.org/teams/2/light/11.png

33

<1%

-

https://cdn.sofifa.org/teams/2/light/461.png

32

<1%

-

https://cdn.sofifa.org/teams/2/light/169.png

32

<1%

-

https://cdn.sofifa.org/teams/2/light/166.png

32

<1%

-

https://cdn.sofifa.org/teams/2/light/175.png

32

<1%

-

https://cdn.sofifa.org/teams/2/light/71.png

32

<1%

-

https://cdn.sofifa.org/teams/2/light/38.png

32

<1%

-

https://cdn.sofifa.org/teams/2/light/483.png

32

<1%

-

https://cdn.sofifa.org/teams/2/light/144.png

32

<1%

-

https://cdn.sofifa.org/teams/2/light/19.png

32

<1%

-

https://cdn.sofifa.org/teams/2/light/1808.png

32

<1%

-

https://cdn.sofifa.org/teams/2/light/1853.png

32

<1%

-

https://cdn.sofifa.org/teams/2/light/95.png

32

<1%

-

https://cdn.sofifa.org/teams/2/light/1939.png

32

<1%

-

https://cdn.sofifa.org/teams/2/light/1943.png

32

<1%

-

https://cdn.sofifa.org/teams/2/light/46.png

32

<1%

-

https://cdn.sofifa.org/teams/2/light/1799.png

31

<1%

-

https://cdn.sofifa.org/teams/2/light/100409.png

31

<1%

-

https://cdn.sofifa.org/teams/2/light/1809.png

31

<1%

-

https://cdn.sofifa.org/teams/2/light/59.png

31

<1%

-

https://cdn.sofifa.org/teams/2/light/457.png

31

<1%

-

https://cdn.sofifa.org/teams/2/light/448.png

30

<1%

-

https://cdn.sofifa.org/teams/2/light/112448.png

30

<1%

-

https://cdn.sofifa.org/teams/2/light/112387.png

30

<1%

-

https://cdn.sofifa.org/teams/2/light/109.png

30

<1%

-

https://cdn.sofifa.org/teams/2/light/1806.png

30

<1%

-

https://cdn.sofifa.org/teams/2/light/101151.png

30

<1%

-

https://cdn.sofifa.org/teams/2/light/481.png

30

<1%

-

https://cdn.sofifa.org/teams/2/light/1847.png

30

<1%

-

https://cdn.sofifa.org/teams/2/light/1844.png

30

<1%

-

https://cdn.sofifa.org/teams/2/light/112389.png

30

<1%

-

https://cdn.sofifa.org/teams/2/light/101121.png

30

<1%

-

https://cdn.sofifa.org/teams/2/light/1794.png

30

<1%

-

https://cdn.sofifa.org/teams/2/light/110831.png

30

<1%

-

https://cdn.sofifa.org/teams/2/light/469.png

30

<1%

-

https://cdn.sofifa.org/teams/2/light/1792.png

16,294

89%

-

(Other)

Value

MISSING:

---

431

2%

-

€1.1M

372

2%

-

€375K

354

2%

-

€425K

351

2%

-

€325K

343

2%

-

€450K

338

2%

-

€525K

325

2%

-

€350K

324

2%

-

€1.2M

323

2%

-

€400K

318

2%

-

€1M

296

2%

-

€475K

294

2%

-

€500K

293

2%

-

€600K

285

2%

-

€550K

270

1%

-

€675K

261

1%

-

€575K

260

1%

-

€1.3M

252

1%

-

€0

241

1%

-

€725K

240

1%

-

€300K

238

1%

-

€625K

225

1%

-

€650K

221

1%

-

€1.4M

219

1%

-

€750K

206

1%

-

€160K

203

1%

-

€700K

202

1%

-

€180K

201

1%

-

€130K

200

1%

-

€140K

197

1%

-

€825K

193

1%

-

€120K

190

1%

-

€900K

188

1%

-

€1.8M

187

1%

-

€5.5M

186

1%

-

€850K

184

1%

-

€775K

178

<1%

-

€100K

177

<1%

-

€200K

174

<1%

-

€110K

174

<1%

-

€875K

174

<1%

-

€150K

169

<1%

-

€7M

169

<1%

-

€6.5M

168

<1%

-

€170K

166

<1%

-

€220K

162

<1%

-

€950K

160

<1%

-

€800K

160

<1%

-

€6M

157

<1%

-

€270K

156

<1%

-

€250K

154

<1%

-

€1.6M

151

<1%

-

€2.4M

150

<1%

-

€60K

149

<1%

-

€260K

144

<1%

-

€925K

144

<1%

-

€190K

141

<1%

-

€230K

140

<1%

-

€210K

139

<1%

-

€70K

139

<1%

-

€240K

5,001

27%

-

(Other)

Wage

MISSING:

---

4,900

27%

-

€1K

2,827

16%

-

€2K

1,857

10%

-

€3K

1,255

7%

-

€4K

869

5%

-

€5K

682

4%

-

€6K

488

3%

-

€7K

423

2%

-

€8K

328

2%

-

€9K

319

2%

-

€10K

292

2%

-

€11K

256

1%

-

€12K

241

1%

-

€0

227

1%

-

€13K

200

1%

-

€15K

188

1%

-

€14K

161

<1%

-

€17K

152

<1%

-

€18K

136

<1%

-

€16K

134

<1%

-

€20K

130

<1%

-

€19K

128

<1%

-

€22K

111

<1%

-

€21K

102

<1%

-

€24K

95

<1%

-

€26K

92

<1%

-

€25K

90

<1%

-

€23K

62

<1%

-

€27K

61

<1%

-

€29K

60

<1%

-

€30K

60

<1%

-

€31K

58

<1%

-

€28K

55

<1%

-

€32K

49

<1%

-

€35K

45

<1%

-

€34K

43

<1%

-

€46K

42

<1%

-

€41K

41

<1%

-

€39K

38

<1%

-

€43K

36

<1%

-

€44K

36

<1%

-

€38K

33

<1%

-

€36K

33

<1%

-

€33K

32

<1%

-

€40K

29

<1%

-

€37K

26

<1%

-

€51K

26

<1%

-

€42K

26

<1%

-

€48K

25

<1%

-

€53K

23

<1%

-

€47K

23

<1%

-

€45K

20

<1%

-

€54K

20

<1%

-

€50K

18

<1%

-

€55K

18

<1%

-

€115K

17

<1%

-

€56K

15

<1%

-

€110K

15

<1%

-

€49K

13

<1%

-

€125K

13

<1%

-

€105K

413

2%

-

(Other)

Special

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

BallControl

0.91

ShortPassing

0.91

Dribbling

0.87

Crossing

0.87

Curve

0.85

LongPassing

0.85

LongShots

0.84

ShotPower

0.84

Positioning

0.82

FKAccuracy

0.81

Stamina

0.79

Volleys

0.77

Vision

0.76

Composure

0.75

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LCM

0.96

CM

0.96

RCM

0.96

LM

0.93

RM

0.93

LAM

0.92

CAM

0.92

RAM

0.92

LS

0.90

ST

0.90

RS

0.90

LWB

0.88

RWB

0.88

LDM

0.85

MOST FREQUENT VALUES

1745

47

0.3%

1628

46

0.3%

1728

46

0.3%

1655

42

0.2%

1740

42

0.2%

1667

41

0.2%

1649

41

0.2%

1691

41

0.2%

1599

40

0.2%

1694

40

0.2%

1748

40

0.2%

1638

40

0.2%

1620

40

0.2%

1713

39

0.2%

1575

39

0.2%

SMALLEST VALUES

731

1

<0.1%

738

1

<0.1%

752

2

<0.1%

755

1

<0.1%

757

1

<0.1%

760

1

<0.1%

770

1

<0.1%

771

1

<0.1%

772

1

<0.1%

773

1

<0.1%

774

2

<0.1%

775

1

<0.1%

778

1

<0.1%

780

2

<0.1%

783

1

<0.1%

LARGEST VALUES

2346

1

<0.1%

2281

1

<0.1%

2280

1

<0.1%

2279

2

<0.1%

2278

1

<0.1%

2265

1

<0.1%

2261

1

<0.1%

2259

1

<0.1%

2253

1

<0.1%

2247

1

<0.1%

2246

1

<0.1%

2245

1

<0.1%

2230

3

<0.1%

2228

1

<0.1%

2223

1

<0.1%

Preferred Foot

MISSING:

48

(<1%)

TOP CATEGORIES

Right

13,948

77%

Left

4,211

23%

ALL

18,159

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Preferred Foot
PROVIDES INFORMATION ON...

Real Face

0.06

International Reputation

0.05

Position

0.05

Skill Moves

0.02

Body Type

0.02

Weak Foot

0.02

Work Rate

0.01

Height

0.01

Contract Valid Until

0.01

Weight

0.01

LWB

0.01

RWB

0.01

LB

0.01

RB

0.01

THESE FEATURES
GIVE INFORMATION
ON Preferred Foot:

Position

0.24

Skill Moves

0.05

Weight

0.04

Height

0.04

Work Rate

0.04

Weak Foot

0.04

LWB

0.04

RWB

0.04

LB

0.04

RB

0.04

Body Type

0.03

LDM

0.03

CDM

0.03

RDM

0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Preferred Foot
CORRELATION RATIO WITH...

Reactions

0.33

Jumping

0.27

Strength

0.26

Composure

0.26

SprintSpeed

0.25

Crossing

0.25

Acceleration

0.25

Balance

0.25

Agility

0.24

ShortPassing

0.22

Stamina

0.22

BallControl

0.21

Curve

0.21

LongPassing

0.20

International Reputation

MISSING:

48

(<1%)

TOP CATEGORIES

1.0

16,532

91%

2.0

1,261

7%

3.0

309

2%

4.0

51

<1%

5.0

6

<1%

ALL

18,159

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

International Reputation
PROVIDES INFORMATION ON...

Real Face

0.27

LCM

0.04

CM

0.04

RCM

0.04

Skill Moves

0.04

LAM

0.04

CAM

0.04

RAM

0.04

LS

0.04

ST

0.04

RS

0.04

LM

0.04

RM

0.04

LDM

0.04

THESE FEATURES
GIVE INFORMATION
ON International Reputation:

LCM

0.41

CM

0.41

RCM

0.41

LAM

0.40

CAM

0.40

RAM

0.40

LS

0.39

ST

0.39

RS

0.39

LM

0.39

RM

0.39

LDM

0.37

CDM

0.37

RDM

0.37

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

International Reputation
CORRELATION RATIO WITH...

Wage_Number

0.71

Reactions

0.54

Overall

0.51

Composure

0.46

Unnamed: 0

0.44

ID

0.38

Potential

0.37

Vision

0.34

ShortPassing

0.32

Special

0.30

LongPassing

0.30

Jumping

0.30

Strength

0.29

ShotPower

0.29

Weak Foot

MISSING:

48

(<1%)

TOP CATEGORIES

3.0

11,349

62%

2.0

3,761

21%

4.0

2,662

15%

5.0

229

1%

1.0

158

<1%

ALL

18,159

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Weak Foot
PROVIDES INFORMATION ON...

International Reputation

0.08

Skill Moves

0.07

Real Face

0.07

Preferred Foot

0.04

Position

0.03

Work Rate

0.03

LAM

0.03

CAM

0.03

RAM

0.03

LM

0.03

RM

0.03

LS

0.03

ST

0.03

RS

0.03

THESE FEATURES
GIVE INFORMATION
ON Weak Foot:

LAM

0.10

CAM

0.10

RAM

0.10

LM

0.10

RM

0.10

LS

0.09

ST

0.09

RS

0.09

Skill Moves

0.08

LCM

0.08

CM

0.08

RCM

0.08

Position

0.08

LDM

0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Weak Foot
CORRELATION RATIO WITH...

BallControl

0.40

Reactions

0.39

Vision

0.39

Dribbling

0.39

ShortPassing

0.38

Volleys

0.38

LongShots

0.38

Finishing

0.38

Composure

0.37

Positioning

0.37

ShotPower

0.37

Curve

0.37

Agility

0.37

Penalties

0.37

Skill Moves

MISSING:

48

(<1%)

TOP CATEGORIES

2.0

8,565

47%

3.0

6,600

36%

1.0

2,026

11%

4.0

917

5%

5.0

51

<1%

ALL

18,159

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Skill Moves
PROVIDES INFORMATION ON...

LM

0.21

RM

0.21

LAM

0.20

CAM

0.20

RAM

0.20

Position

0.18

LS

0.18

ST

0.18

RS

0.18

LCM

0.16

CM

0.16

RCM

0.16

International Reputation

0.13

Real Face

0.12

THESE FEATURES
GIVE INFORMATION
ON Skill Moves:

LAM

0.65

CAM

0.65

RAM

0.65

LM

0.65

RM

0.65

LS

0.55

ST

0.55

RS

0.55

LCM

0.49

CM

0.49

RCM

0.49

Position

0.45

LB

0.37

RB

0.37

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Skill Moves
CORRELATION RATIO WITH...

GKDiving

0.98

GKReflexes

0.97

GKHandling

0.97

GKKicking

0.97

GKPositioning

0.97

BallControl

0.91

Dribbling

0.90

Positioning

0.83

ShortPassing

0.83

Special

0.82

Crossing

0.80

Curve

0.80

LongShots

0.79

HeadingAccuracy

0.78

Work Rate

MISSING:

48

(<1%)

TOP CATEGORIES

Medium/ Medium

9,810

54%

High/ Medium

3,173

17%

Medium/ High

1,690

9%

High/ High

1,015

6%

Medium/ Low

850

5%

High/ Low

699

4%

Low/ Medium

449

2%

Low/ High

439

2%

Low/ Low

34

<1%

ALL

18,159

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Work Rate
PROVIDES INFORMATION ON...

Skill Moves

0.14

Position

0.09

Real Face

0.08

International Reputation

0.07

LS

0.06

ST

0.06

RS

0.06

LM

0.05

RM

0.05

LB

0.05

RB

0.05

LAM

0.05

CAM

0.05

RAM

0.05

THESE FEATURES
GIVE INFORMATION
ON Work Rate:

Position

0.18

LS

0.13

ST

0.13

RS

0.13

LM

0.13

RM

0.13

LB

0.13

RB

0.13

LAM

0.13

CAM

0.13

RAM

0.13

LDM

0.12

CDM

0.12

RDM

0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Work Rate
CORRELATION RATIO WITH...

Positioning

0.49

Finishing

0.48

SprintSpeed

0.46

Acceleration

0.46

Dribbling

0.46

Stamina

0.45

Agility

0.45

Volleys

0.45

LongShots

0.44

StandingTackle

0.44

Interceptions

0.43

Aggression

0.43

BallControl

0.43

SlidingTackle

0.43

Body Type

MISSING:

48

(<1%)

TOP CATEGORIES

Normal

10,595

58%

Lean

6,417

35%

Stocky

1,140

6%

Neymar

1

<1%

Courtois

1

<1%

Messi

1

<1%

C. Ronaldo

1

<1%

Shaqiri

1

<1%

PLAYER_BODY_TYPE_25

1

<1%

Akinfenwa

1

<1%

ALL

18,159

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Body Type
PROVIDES INFORMATION ON...

Real Face

0.06

International Reputation

0.06

Preferred Foot

0.03

Skill Moves

0.02

Weight

0.02

Weak Foot

0.02

Work Rate

0.02

Position

0.01

Height

0.01

Contract Valid Until

0.01

LDM

0.01

CDM

0.01

RDM

0.01

LB

0.01

THESE FEATURES
GIVE INFORMATION
ON Body Type:

Weight

0.08

Position

0.04

Skill Moves

0.03

Height

0.03

LDM

0.03

CDM

0.03

RDM

0.03

Work Rate

0.03

LB

0.02

RB

0.02

International Reputation

0.02

LM

0.02

RM

0.02

LS

0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Body Type
CORRELATION RATIO WITH...

Strength

0.37

Reactions

0.34

Jumping

0.29

Wage_Number

0.28

Composure

0.26

Acceleration

0.26

Agility

0.26

SprintSpeed

0.25

Balance

0.25

ShortPassing

0.22

Age

0.21

Vision

0.21

Stamina

0.20

BallControl

0.20

Real Face

MISSING:

48

(<1%)

TOP CATEGORIES

No

16,505

91%

Yes

1,654

9%

ALL

18,159

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Real Face
PROVIDES INFORMATION ON...

International Reputation

0.23

Skill Moves

0.03

Preferred Foot

0.03

Weak Foot

0.02

Body Type

0.02

LCM

0.02

CM

0.02

RCM

0.02

Work Rate

0.02

LM

0.02

RM

0.02

LAM

0.02

CAM

0.02

RAM

0.02

THESE FEATURES
GIVE INFORMATION
ON Real Face:

International Reputation

0.27

LCM

0.22

CM

0.22

RCM

0.22

LAM

0.20

CAM

0.20

RAM

0.20

LM

0.20

RM

0.20

LS

0.19

ST

0.19

RS

0.19

LDM

0.19

CDM

0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Real Face
CORRELATION RATIO WITH...

Wage_Number

0.50

Reactions

0.47

Overall

0.40

Composure

0.39

Unnamed: 0

0.36

Potential

0.32

Vision

0.29

Jumping

0.29

ShortPassing

0.29

Strength

0.28

LongPassing

0.26

BallControl

0.26

Special

0.24

ID

0.24

Position

MISSING:

60

(<1%)

TOP CATEGORIES

ST

2,152

12%

GK

2,025

11%

CB

1,778

10%

CM

1,394

8%

LB

1,322

7%

RB

1,291

7%

RM

1,124

6%

LM

1,095

6%

CAM

958

5%

CDM

948

5%

RCB

662

4%

LCB

648

4%

LCM

395

2%

RCM

391

2%

LW

381

2%

RW

370

2%

RDM

248

1%

(Other)

965

5%

ALL

18,147

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Position
PROVIDES INFORMATION ON...

Skill Moves

0.45

Preferred Foot

0.24

LB

0.20

RB

0.20

LDM

0.19

CDM

0.19

RDM

0.19

LWB

0.18

RWB

0.18

Work Rate

0.18

LAM

0.18

CAM

0.18

RAM

0.18

LS

0.18

THESE FEATURES
GIVE INFORMATION
ON Position:

LB

0.26

RB

0.26

LDM

0.24

CDM

0.24

RDM

0.24

LWB

0.23

RWB

0.23

LAM

0.23

CAM

0.23

RAM

0.23

LS

0.22

ST

0.22

RS

0.22

LM

0.22

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Position
CORRELATION RATIO WITH...

GKDiving

0.98

GKReflexes

0.97

GKHandling

0.97

GKKicking

0.97

GKPositioning

0.97

StandingTackle

0.89

SlidingTackle

0.89

Dribbling

0.89

BallControl

0.87

Positioning

0.87

Finishing

0.87

Marking

0.87

Interceptions

0.86

HeadingAccuracy

0.85

Jersey Number

MISSING:

60

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Age

-0.24

Overall

-0.22

Unnamed: 0

0.21

Reactions

-0.19

ID

0.18

Composure

-0.17

Interceptions

-0.16

Strength

-0.16

Aggression

-0.15

Marking

-0.14

Special

-0.13

StandingTackle

-0.13

Stamina

-0.13

SlidingTackle

-0.12

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LDM

0.21

CDM

0.21

RDM

0.21

LWB

0.20

RWB

0.20

LB

0.20

RB

0.20

Position

0.17

LCM

0.15

CM

0.15

RCM

0.15

Weight

0.13

LM

0.12

RM

0.12

MOST FREQUENT VALUES

8.0

612

3.4%

7.0

604

3.3%

10.0

593

3.3%

11.0

590

3.3%

6.0

586

3.2%

5.0

579

3.2%

9.0

577

3.2%

4.0

573

3.2%

20.0

568

3.1%

1.0

566

3.1%

17.0

554

3.1%

3.0

547

3.0%

23.0

546

3.0%

18.0

545

3.0%

19.0

545

3.0%

SMALLEST VALUES

1.0

566

3.1%

2.0

519

2.9%

3.0

547

3.0%

4.0

573

3.2%

5.0

579

3.2%

6.0

586

3.2%

7.0

604

3.3%

8.0

612

3.4%

9.0

577

3.2%

10.0

593

3.3%

11.0

590

3.3%

12.0

390

2.1%

13.0

419

2.3%

14.0

542

3.0%

15.0

501

2.8%

LARGEST VALUES

99.0

70

0.4%

98.0

21

0.1%

97.0

16

<0.1%

96.0

13

<0.1%

95.0

12

<0.1%

94.0

11

<0.1%

93.0

14

<0.1%

92.0

10

<0.1%

91.0

21

0.1%

90.0

26

0.1%

89.0

15

<0.1%

88.0

44

0.2%

87.0

14

<0.1%

86.0

4

<0.1%

85.0

1

<0.1%

Joined

MISSING:

1,553

(9%)

1,538

9%

-

Jul 1, 2018

1,133

7%

-

Jul 1, 2017

635

4%

-

Jan 1, 2018

614

4%

-

Jul 1, 2016

368

2%

-

Jul 1, 2015

231

1%

-

Jan 1, 2017

226

1%

-

Jul 1, 2014

180

1%

-

Jan 1, 2016

156

<1%

-

Jul 1, 2013

143

<1%

-

Jan 1, 2015

142

<1%

-

Jul 23, 2018

137

<1%

-

Jul 2, 2018

118

<1%

-

Jul 1, 2012

110

<1%

-

Jan 31, 2018

108

<1%

-

Aug 31, 2018

96

<1%

-

Jan 1, 2014

95

<1%

-

Jan 1, 2012

92

<1%

-

Aug 31, 2017

88

<1%

-

Jul 1, 2011

82

<1%

-

Jul 10, 2018

76

<1%

-

Aug 9, 2018

73

<1%

-

Jul 13, 2018

72

<1%

-

Jan 1, 2013

71

<1%

-

Jul 6, 2018

71

<1%

-

Jul 3, 2018

67

<1%

-

Feb 7, 2018

65

<1%

-

Jan 31, 2017

62

<1%

-

Jul 5, 2018

60

<1%

-

Jan 5, 2018

58

<1%

-

Jul 4, 2018

58

<1%

-

Feb 1, 2018

57

<1%

-

Jul 9, 2018

57

<1%

-

Jul 4, 2017

55

<1%

-

Jul 11, 2018

54

<1%

-

Jul 1, 2010

54

<1%

-

Jul 16, 2018

53

<1%

-

Aug 31, 2016

53

<1%

-

Aug 1, 2018

53

<1%

-

Jul 7, 2017

51

<1%

-

Jul 12, 2018

51

<1%

-

Jul 24, 2018

51

<1%

-

Jul 3, 2017

49

<1%

-

Jul 12, 2017

49

<1%

-

Jan 6, 2017

49

<1%

-

Jul 13, 2017

49

<1%

-

Jan 1, 2011

48

<1%

-

Aug 8, 2018

48

<1%

-

Jul 17, 2018

48

<1%

-

Jul 31, 2018

47

<1%

-

Jul 21, 2017

47

<1%

-

Aug 7, 2018

47

<1%

-

Aug 17, 2018

46

<1%

-

Feb 1, 2017

46

<1%

-

Jul 17, 2017

45

<1%

-

Jul 25, 2018

44

<1%

-

Jul 5, 2017

44

<1%

-

Jul 6, 2017

44

<1%

-

Jul 20, 2018

43

<1%

-

Jul 10, 2017

43

<1%

-

Jun 1, 2018

8,204

49%

-

(Other)

Loaned From

MISSING:

16,943

(93%)

20

2%

-

Atalanta

18

1%

-

Sassuolo

17

1%

-

Juventus

17

1%

-

SL Benfica

14

1%

-

Sporting CP

12

<1%

-

Inter

12

<1%

-

Villarreal CF

12

<1%

-

Udinese

12

<1%

-

Leeds United

12

<1%

-

Liverpool

12

<1%

-

FC Red Bull Salzburg

12

<1%

-

Napoli

12

<1%

-

AS Monaco

12

<1%

-

Chelsea

12

<1%

-

Real Madrid

12

<1%

-

Watford

12

<1%

-

Manchester City

11

<1%

-

Sheffield United

11

<1%

-

Genoa

11

<1%

-

Aston Villa

11

<1%

-

Wolverhampton Wanderers

11

<1%

-

Racing Club

10

<1%

-

Everton

10

<1%

-

FC Porto

10

<1%

-

Atlético Madrid

10

<1%

-

Roma

10

<1%

-

Brighton & Hove Albion

9

<1%

-

Sampdoria

9

<1%

-

Al Hilal

9

<1%

-

Nottingham Forest

9

<1%

-

Manchester United

9

<1%

-

Southampton

9

<1%

-

Fiorentina

9

<1%

-

Málaga CF

9

<1%

-

Norwich City

9

<1%

-

Fulham

8

<1%

-

Bristol City

8

<1%

-

Tigres U.A.N.L.

8

<1%

-

Boca Juniors

8

<1%

-

KAA Gent

8

<1%

-

West Ham United

8

<1%

-

Atlético Nacional

8

<1%

-

Rangers FC

8

<1%

-

Bologna

8

<1%

-

Derby County

8

<1%

-

FC Barcelona

8

<1%

-

Pachuca

7

<1%

-

Universidad de Chile

7

<1%

-

Club América

7

<1%

-

Middlesbrough

7

<1%

-

Bournemouth

7

<1%

-

Torino

7

<1%

-

VfB Stuttgart

7

<1%

-

River Plate

7

<1%

-

FC Midtjylland

7

<1%

-

Sevilla FC

7

<1%

-

Universidad Católica

7

<1%

-

Chievo Verona

7

<1%

-

Deportivo Alavés

6

<1%

-

SC Braga

670

53%

-

(Other)

Contract Valid Until

MISSING:

289

(2%)

TOP CATEGORIES

2019

4,819

27%

2021

4,360

24%

2020

4,027

22%

2022

1,477

8%

2023

1,053

6%

Jun 30, 2019

931

5%

2018

886

5%

Dec 31, 2018

144

<1%

May 31, 2019

60

<1%

Jan 1, 2019

51

<1%

2024

23

<1%

Jun 30, 2020

14

<1%

Jan 31, 2019

13

<1%

2025

7

<1%

Jan 5, 2019

6

<1%

Jan 2, 2019

6

<1%

Jan 12, 2019

5

<1%

(Other)

36

<1%

ALL

17,918

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Contract Valid Until
PROVIDES INFORMATION ON...

Real Face

0.06

International Reputation

0.05

Preferred Foot

0.02

Skill Moves

0.02

Body Type

0.02

Weak Foot

0.02

LM

0.02

RM

0.02

LAM

0.02

CAM

0.02

RAM

0.02

LDM

0.01

CDM

0.01

RDM

0.01

THESE FEATURES
GIVE INFORMATION
ON Contract Valid Until:

LM

0.03

RM

0.03

LAM

0.03

CAM

0.03

RAM

0.03

LDM

0.03

CDM

0.03

RDM

0.03

LB

0.03

RB

0.03

LCM

0.03

CM

0.03

RCM

0.03

LWB

0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Contract Valid Until
CORRELATION RATIO WITH...

Potential

0.36

Overall

0.24

Unnamed: 0

0.23

ID

0.23

Reactions

0.23

Wage_Number

0.22

Age

0.22

Composure

0.18

ShortPassing

0.17

BallControl

0.17

Vision

0.16

SprintSpeed

0.15

Dribbling

0.15

Special

0.15

Height

MISSING:

48

(<1%)

TOP CATEGORIES

6'0

2,881

16%

5'10

2,479

14%

5'9

2,238

12%

5'11

2,159

12%

6'2

2,015

11%

6'1

1,908

11%

6'3

990

5%

5'8

946

5%

5'7

905

5%

6'4

749

4%

5'6

316

2%

6'5

246

1%

5'5

145

<1%

6'6

93

<1%

5'4

30

<1%

6'7

21

<1%

5'3

18

<1%

(Other)

20

<1%

ALL

18,159

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Height
PROVIDES INFORMATION ON...

Weight

0.14

Skill Moves

0.12

Position

0.09

Real Face

0.06

International Reputation

0.05

LM

0.05

RM

0.05

LAM

0.05

CAM

0.05

RAM

0.05

LS

0.04

ST

0.04

RS

0.04

Preferred Foot

0.04

THESE FEATURES
GIVE INFORMATION
ON Height:

Weight

0.20

Position

0.11

LM

0.08

RM

0.08

LAM

0.07

CAM

0.07

RAM

0.07

LS

0.06

ST

0.06

RS

0.06

LCM

0.06

CM

0.06

RCM

0.06

Skill Moves

0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Height
CORRELATION RATIO WITH...

Balance

0.80

Agility

0.65

Acceleration

0.59

Strength

0.59

Crossing

0.53

Dribbling

0.53

SprintSpeed

0.52

Curve

0.48

Positioning

0.48

BallControl

0.47

FKAccuracy

0.44

ShortPassing

0.43

Vision

0.42

LongShots

0.42

Weight

MISSING:

48

(<1%)

TOP CATEGORIES

165lbs

1,483

8%

154lbs

1,439

8%

176lbs

1,041

6%

172lbs

987

5%

159lbs

946

5%

161lbs

936

5%

163lbs

901

5%

170lbs

860

5%

168lbs

836

5%

174lbs

705

4%

150lbs

660

4%

157lbs

617

3%

181lbs

584

3%

183lbs

513

3%

179lbs

507

3%

152lbs

506

3%

143lbs

505

3%

(Other)

4,133

23%

ALL

18,159

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Weight
PROVIDES INFORMATION ON...

Height

0.20

Skill Moves

0.09

Body Type

0.08

Position

0.08

International Reputation

0.07

Real Face

0.07

LM

0.05

RM

0.05

LAM

0.05

CAM

0.05

RAM

0.05

LS

0.05

ST

0.05

RS

0.05

THESE FEATURES
GIVE INFORMATION
ON Weight:

Height

0.14

Position

0.07

LM

0.06

RM

0.06

LAM

0.06

CAM

0.06

RAM

0.06

LDM

0.05

CDM

0.05

RDM

0.05

LS

0.05

ST

0.05

RS

0.05

LB

0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Weight
CORRELATION RATIO WITH...

Balance

0.69

Strength

0.66

Agility

0.58

Acceleration

0.53

SprintSpeed

0.47

Dribbling

0.46

Crossing

0.44

BallControl

0.40

Positioning

0.39

Curve

0.39

GKPositioning

0.38

ShortPassing

0.38

GKDiving

0.37

GKReflexes

0.37

LS

MISSING:

2,085

(11%)

TOP CATEGORIES

61+2

705

4%

60+2

695

4%

59+2

688

4%

63+2

667

4%

64+2

666

4%

58+2

661

4%

57+2

651

4%

62+2

623

4%

56+2

602

4%

54+2

571

4%

66+2

556

3%

65+2

553

3%

55+2

550

3%

53+2

543

3%

67+2

498

3%

52+2

498

3%

51+2

482

3%

(Other)

5,913

37%

ALL

16,122

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

LS
PROVIDES INFORMATION ON...

ST

1.00

RS

1.00

Skill Moves

0.55

International Reputation

0.39

LAM

0.38

CAM

0.38

RAM

0.38

LM

0.35

RM

0.35

LCM

0.28

CM

0.28

RCM

0.28

Position

0.22

Real Face

0.19

THESE FEATURES
GIVE INFORMATION
ON LS:

ST

1.00

RS

1.00

LAM

0.38

CAM

0.38

RAM

0.38

LM

0.35

RM

0.35

LCM

0.27

CM

0.27

RCM

0.27

LWB

0.19

RWB

0.19

LB

0.19

RB

0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LS
CORRELATION RATIO WITH...

GKDiving

0.95

GKReflexes

0.95

GKHandling

0.95

GKKicking

0.95

GKPositioning

0.95

BallControl

0.95

Positioning

0.94

Dribbling

0.94

Finishing

0.93

LongShots

0.92

ShotPower

0.91

Volleys

0.90

Special

0.90

ShortPassing

0.87

ST

MISSING:

2,085

(11%)

TOP CATEGORIES

61+2

705

4%

60+2

695

4%

59+2

688

4%

63+2

667

4%

64+2

666

4%

58+2

661

4%

57+2

651

4%

62+2

623

4%

56+2

602

4%

54+2

571

4%

66+2

556

3%

65+2

553

3%

55+2

550

3%

53+2

543

3%

67+2

498

3%

52+2

498

3%

51+2

482

3%

(Other)

5,913

37%

ALL

16,122

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

ST
PROVIDES INFORMATION ON...

LS

1.00

RS

1.00

Skill Moves

0.55

International Reputation

0.39

LAM

0.38

CAM

0.38

RAM

0.38

LM

0.35

RM

0.35

LCM

0.28

CM

0.28

RCM

0.28

Position

0.22

Real Face

0.19

THESE FEATURES
GIVE INFORMATION
ON ST:

LS

1.00

RS

1.00

LAM

0.38

CAM

0.38

RAM

0.38

LM

0.35

RM

0.35

LCM

0.27

CM

0.27

RCM

0.27

LWB

0.19

RWB

0.19

LB

0.19

RB

0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

ST
CORRELATION RATIO WITH...

GKDiving

0.95

GKReflexes

0.95

GKHandling

0.95

GKKicking

0.95

GKPositioning

0.95

BallControl

0.95

Positioning

0.94

Dribbling

0.94

Finishing

0.93

LongShots

0.92

ShotPower

0.91

Volleys

0.90

Special

0.90

ShortPassing

0.87

RS

MISSING:

2,085

(11%)

TOP CATEGORIES

61+2

705

4%

60+2

695

4%

59+2

688

4%

63+2

667

4%

64+2

666

4%

58+2

661

4%

57+2

651

4%

62+2

623

4%

56+2

602

4%

54+2

571

4%

66+2

556

3%

65+2

553

3%

55+2

550

3%

53+2

543

3%

67+2

498

3%

52+2

498

3%

51+2

482

3%

(Other)

5,913

37%

ALL

16,122

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

RS
PROVIDES INFORMATION ON...

LS

1.00

ST

1.00

Skill Moves

0.55

International Reputation

0.39

LAM

0.38

CAM

0.38

RAM

0.38

LM

0.35

RM

0.35

LCM

0.28

CM

0.28

RCM

0.28

Position

0.22

Real Face

0.19

THESE FEATURES
GIVE INFORMATION
ON RS:

LS

1.00

ST

1.00

LAM

0.38

CAM

0.38

RAM

0.38

LM

0.35

RM

0.35

LCM

0.27

CM

0.27

RCM

0.27

LWB

0.19

RWB

0.19

LB

0.19

RB

0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

RS
CORRELATION RATIO WITH...

GKDiving

0.95

GKReflexes

0.95

GKHandling

0.95

GKKicking

0.95

GKPositioning

0.95

BallControl

0.95

Positioning

0.94

Dribbling

0.94

Finishing

0.93

LongShots

0.92

ShotPower

0.91

Volleys

0.90

Special

0.90

ShortPassing

0.87

LW

MISSING:

2,085

(11%)

745

5%

-

63+2

705

4%

-

61+2

687

4%

-

62+2

678

4%

-

59+2

678

4%

-

60+2

677

4%

-

64+2

673

4%

-

65+2

626

4%

-

66+2

608

4%

-

57+2

604

4%

-

58+2

548

3%

-

55+2

544

3%

-

67+2

533

3%

-

68+2

529

3%

-

56+2

511

3%

-

54+2

436

3%

-

69+2

398

2%

-

53+2

397

2%

-

70+2

388

2%

-

52+2

347

2%

-

51+2

338

2%

-

71+2

331

2%

-

50+2

315

2%

-

49+2

271

2%

-

72+2

264

2%

-

48+2

241

1%

-

47+2

224

1%

-

73+2

214

1%

-

74+2

204

1%

-

45+2

195

1%

-

46+2

164

1%

-

43+2

156

<1%

-

42+2

155

<1%

-

41+2

149

<1%

-

44+2

140

<1%

-

75+2

134

<1%

-

40+2

124

<1%

-

39+2

119

<1%

-

38+2

96

<1%

-

37+2

91

<1%

-

76+2

86

<1%

-

36+2

82

<1%

-

35+2

68

<1%

-

77+2

65

<1%

-

34+2

47

<1%

-

33+2

42

<1%

-

78+2

36

<1%

-

32+2

31

<1%

-

79+2

27

<1%

-

76+3

27

<1%

-

31+2

25

<1%

-

79+3

22

<1%

-

80+3

20

<1%

-

82+3

19

<1%

-

77+3

17

<1%

-

80+2

16

<1%

-

81+2

16

<1%

-

81+3

14

<1%

-

78+3

13

<1%

-

30+2

12

<1%

-

74+3

200

1%

-

(Other)

LF

MISSING:

2,085

(11%)

713

4%

-

61+2

694

4%

-

63+2

686

4%

-

62+2

677

4%

-

60+2

676

4%

-

64+2

666

4%

-

59+2

637

4%

-

58+2

637

4%

-

65+2

602

4%

-

66+2

591

4%

-

57+2

546

3%

-

56+2

529

3%

-

68+2

513

3%

-

67+2

511

3%

-

55+2

493

3%

-

54+2

442

3%

-

53+2

422

3%

-

69+2

406

3%

-

52+2

402

2%

-

51+2

362

2%

-

70+2

355

2%

-

50+2

333

2%

-

71+2

318

2%

-

49+2

289

2%

-

72+2

265

2%

-

48+2

265

2%

-

47+2

255

2%

-

46+2

234

1%

-

45+2

215

1%

-

73+2

200

1%

-

44+2

187

1%

-

42+2

186

1%

-

74+2

169

1%

-

43+2

162

1%

-

40+2

131

<1%

-

41+2

123

<1%

-

38+2

119

<1%

-

39+2

111

<1%

-

75+2

91

<1%

-

36+2

88

<1%

-

37+2

76

<1%

-

76+2

70

<1%

-

77+2

65

<1%

-

35+2

49

<1%

-

34+2

43

<1%

-

78+2

43

<1%

-

33+2

35

<1%

-

31+2

27

<1%

-

79+2

27

<1%

-

78+3

25

<1%

-

32+2

25

<1%

-

79+3

23

<1%

-

76+3

21

<1%

-

81+3

20

<1%

-

80+3

18

<1%

-

80+2

17

<1%

-

77+3

16

<1%

-

82+3

14

<1%

-

81+2

14

<1%

-

73+3

13

<1%

-

71+3

180

1%

-

(Other)

CF

MISSING:

2,085

(11%)

713

4%

-

61+2

694

4%

-

63+2

686

4%

-

62+2

677

4%

-

60+2

676

4%

-

64+2

666

4%

-

59+2

637

4%

-

58+2

637

4%

-

65+2

602

4%

-

66+2

591

4%

-

57+2

546

3%

-

56+2

529

3%

-

68+2

513

3%

-

67+2

511

3%

-

55+2

493

3%

-

54+2

442

3%

-

53+2

422

3%

-

69+2

406

3%

-

52+2

402

2%

-

51+2

362

2%

-

70+2

355

2%

-

50+2

333

2%

-

71+2

318

2%

-

49+2

289

2%

-

72+2

265

2%

-

48+2

265

2%

-

47+2

255

2%

-

46+2

234

1%

-

45+2

215

1%

-

73+2

200

1%

-

44+2

187

1%

-

42+2

186

1%

-

74+2

169

1%

-

43+2

162

1%

-

40+2

131

<1%

-

41+2

123

<1%

-

38+2

119

<1%

-

39+2

111

<1%

-

75+2

91

<1%

-

36+2

88

<1%

-

37+2

76

<1%

-

76+2

70

<1%

-

77+2

65

<1%

-

35+2

49

<1%

-

34+2

43

<1%

-

78+2

43

<1%

-

33+2

35

<1%

-

31+2

27

<1%

-

79+2

27

<1%

-

78+3

25

<1%

-

32+2

25

<1%

-

79+3

23

<1%

-

76+3

21

<1%

-

81+3

20

<1%

-

80+3

18

<1%

-

80+2

17

<1%

-

77+3

16

<1%

-

82+3

14

<1%

-

81+2

14

<1%

-

73+3

13

<1%

-

71+3

180

1%

-

(Other)

RF

MISSING:

2,085

(11%)

713

4%

-

61+2

694

4%

-

63+2

686

4%

-

62+2

677

4%

-

60+2

676

4%

-

64+2

666

4%

-

59+2

637

4%

-

58+2

637

4%

-

65+2

602

4%

-

66+2

591

4%

-

57+2

546

3%

-

56+2

529

3%

-

68+2

513

3%

-

67+2

511

3%

-

55+2

493

3%

-

54+2

442

3%

-

53+2

422

3%

-

69+2

406

3%

-

52+2

402

2%

-

51+2

362

2%

-

70+2

355

2%

-

50+2

333

2%

-

71+2

318

2%

-

49+2

289

2%

-

72+2

265

2%

-

48+2

265

2%

-

47+2

255

2%

-

46+2

234

1%

-

45+2

215

1%

-

73+2

200

1%

-

44+2

187

1%

-

42+2

186

1%

-

74+2

169

1%

-

43+2

162

1%

-

40+2

131

<1%

-

41+2

123

<1%

-

38+2

119

<1%

-

39+2

111

<1%

-

75+2

91

<1%

-

36+2

88

<1%

-

37+2

76

<1%

-

76+2

70

<1%

-

77+2

65

<1%

-

35+2

49

<1%

-

34+2

43

<1%

-

78+2

43

<1%

-

33+2

35

<1%

-

31+2

27

<1%

-

79+2

27

<1%

-

78+3

25

<1%

-

32+2

25

<1%

-

79+3

23

<1%

-

76+3

21

<1%

-

81+3

20

<1%

-

80+3

18

<1%

-

80+2

17

<1%

-

77+3

16

<1%

-

82+3

14

<1%

-

81+2

14

<1%

-

73+3

13

<1%

-

71+3

180

1%

-

(Other)

RW

MISSING:

2,085

(11%)

745

5%

-

63+2

705

4%

-

61+2

687

4%

-

62+2

678

4%

-

59+2

678

4%

-

60+2

677

4%

-

64+2

673

4%

-

65+2

626

4%

-

66+2

608

4%

-

57+2

604

4%

-

58+2

548

3%

-

55+2

544

3%

-

67+2

533

3%

-

68+2

529

3%

-

56+2

511

3%

-

54+2

436

3%

-

69+2

398

2%

-

53+2

397

2%

-

70+2

388

2%

-

52+2

347

2%

-

51+2

338

2%

-

71+2

331

2%

-

50+2

315

2%

-

49+2

271

2%

-

72+2

264

2%

-

48+2

241

1%

-

47+2

224

1%

-

73+2

214

1%

-

74+2

204

1%

-

45+2

195

1%

-

46+2

164

1%

-

43+2

156

<1%

-

42+2

155

<1%

-

41+2

149

<1%

-

44+2

140

<1%

-

75+2

134

<1%

-

40+2

124

<1%

-

39+2

119

<1%

-

38+2

96

<1%

-

37+2

91

<1%

-

76+2

86

<1%

-

36+2

82

<1%

-

35+2

68

<1%

-

77+2

65

<1%

-

34+2

47

<1%

-

33+2

42

<1%

-

78+2

36

<1%

-

32+2

31

<1%

-

79+2

27

<1%

-

76+3

27

<1%

-

31+2

25

<1%

-

79+3

22

<1%

-

80+3

20

<1%

-

82+3

19

<1%

-

77+3

17

<1%

-

80+2

16

<1%

-

81+2

16

<1%

-

81+3

14

<1%

-

78+3

13

<1%

-

30+2

12

<1%

-

74+3

200

1%

-

(Other)

LAM

MISSING:

2,085

(11%)

TOP CATEGORIES

61+2

744

5%

62+2

722

4%

60+2

702

4%

63+2

675

4%

59+2

674

4%

58+2

668

4%

64+2

661

4%

65+2

643

4%

66+2

609

4%

57+2

607

4%

56+2

555

3%

67+2

550

3%

55+2

524

3%

54+2

488

3%

68+2

481

3%

53+2

441

3%

69+2

434

3%

(Other)

5,944

37%

ALL

16,122

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

LAM
PROVIDES INFORMATION ON...

CAM

1.00

RAM

1.00

Skill Moves

0.65

LM

0.54

RM

0.54

International Reputation

0.40

LS

0.38

ST

0.38

RS

0.38

LCM

0.37

CM

0.37

RCM

0.37

Position

0.23

LWB

0.21

THESE FEATURES
GIVE INFORMATION
ON LAM:

CAM

1.00

RAM

1.00

LM

0.53

RM

0.53

LS

0.38

ST

0.38

RS

0.38

LCM

0.36

CM

0.36

RCM

0.36

LWB

0.21

RWB

0.21

Skill Moves

0.20

LDM

0.20

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LAM
CORRELATION RATIO WITH...

BallControl

0.97

Dribbling

0.97

GKDiving

0.95

GKReflexes

0.95

GKHandling

0.95

GKKicking

0.95

GKPositioning

0.95

Positioning

0.93

Special

0.92

ShortPassing

0.91

LongShots

0.91

Curve

0.88

Vision

0.87

Crossing

0.87

CAM

MISSING:

2,085

(11%)

TOP CATEGORIES

61+2

744

5%

62+2

722

4%

60+2

702

4%

63+2

675

4%

59+2

674

4%

58+2

668

4%

64+2

661

4%

65+2

643

4%

66+2

609

4%

57+2

607

4%

56+2

555

3%

67+2

550

3%

55+2

524

3%

54+2

488

3%

68+2

481

3%

53+2

441

3%

69+2

434

3%

(Other)

5,944

37%

ALL

16,122

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

CAM
PROVIDES INFORMATION ON...

LAM

1.00

RAM

1.00

Skill Moves

0.65

LM

0.54

RM

0.54

International Reputation

0.40

LS

0.38

ST

0.38

RS

0.38

LCM

0.37

CM

0.37

RCM

0.37

Position

0.23

LWB

0.21

THESE FEATURES
GIVE INFORMATION
ON CAM:

LAM

1.00

RAM

1.00

LM

0.53

RM

0.53

LS

0.38

ST

0.38

RS

0.38

LCM

0.36

CM

0.36

RCM

0.36

LWB

0.21

RWB

0.21

Skill Moves

0.20

LDM

0.20

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

CAM
CORRELATION RATIO WITH...

BallControl

0.97

Dribbling

0.97

GKDiving

0.95

GKReflexes

0.95

GKHandling

0.95

GKKicking

0.95

GKPositioning

0.95

Positioning

0.93

Special

0.92

ShortPassing

0.91

LongShots

0.91

Curve

0.88

Vision

0.87

Crossing

0.87

RAM

MISSING:

2,085

(11%)

TOP CATEGORIES

61+2

744

5%

62+2

722

4%

60+2

702

4%

63+2

675

4%

59+2

674

4%

58+2

668

4%

64+2

661

4%

65+2

643

4%

66+2

609

4%

57+2

607

4%

56+2

555

3%

67+2

550

3%

55+2

524

3%

54+2

488

3%

68+2

481

3%

53+2

441

3%

69+2

434

3%

(Other)

5,944

37%

ALL

16,122

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

RAM
PROVIDES INFORMATION ON...

LAM

1.00

CAM

1.00

Skill Moves

0.65

LM

0.54

RM

0.54

International Reputation

0.40

LS

0.38

ST

0.38

RS

0.38

LCM

0.37

CM

0.37

RCM

0.37

Position

0.23

LWB

0.21

THESE FEATURES
GIVE INFORMATION
ON RAM:

LAM

1.00

CAM

1.00

LM

0.53

RM

0.53

LS

0.38

ST

0.38

RS

0.38

LCM

0.36

CM

0.36

RCM

0.36

LWB

0.21

RWB

0.21

Skill Moves

0.20

LDM

0.20

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

RAM
CORRELATION RATIO WITH...

BallControl

0.97

Dribbling

0.97

GKDiving

0.95

GKReflexes

0.95

GKHandling

0.95

GKKicking

0.95

GKPositioning

0.95

Positioning

0.93

Special

0.92

ShortPassing

0.91

LongShots

0.91

Curve

0.88

Vision

0.87

Crossing

0.87

LM

MISSING:

2,085

(11%)

TOP CATEGORIES

61+2

804

5%

62+2

757

5%

60+2

744

5%

63+2

742

5%

64+2

715

4%

65+2

701

4%

59+2

689

4%

66+2

665

4%

67+2

619

4%

57+2

608

4%

58+2

593

4%

56+2

580

4%

55+2

523

3%

68+2

512

3%

69+2

471

3%

54+2

463

3%

70+2

417

3%

(Other)

5,519

34%

ALL

16,122

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

LM
PROVIDES INFORMATION ON...

RM

1.00

Skill Moves

0.65

LAM

0.53

CAM

0.53

RAM

0.53

International Reputation

0.39

LS

0.35

ST

0.35

RS

0.35

LCM

0.34

CM

0.34

RCM

0.34

LWB

0.23

RWB

0.23

THESE FEATURES
GIVE INFORMATION
ON LM:

RM

1.00

LAM

0.54

CAM

0.54

RAM

0.54

LS

0.35

ST

0.35

RS

0.35

LCM

0.34

CM

0.34

RCM

0.34

LWB

0.23

RWB

0.23

LB

0.21

RB

0.21

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LM
CORRELATION RATIO WITH...

Dribbling

0.97

BallControl

0.96

GKDiving

0.95

GKReflexes

0.95

GKHandling

0.95

GKKicking

0.95

GKPositioning

0.95

Special

0.93

Positioning

0.92

ShortPassing

0.90

Crossing

0.90

Curve

0.88

LongShots

0.88

ShotPower

0.84

LCM

MISSING:

2,085

(11%)

TOP CATEGORIES

58+2

762

5%

62+2

747

5%

60+2

743

5%

61+2

731

5%

59+2

726

5%

57+2

665

4%

56+2

654

4%

63+2

648

4%

55+2

645

4%

64+2

636

4%

53+2

631

4%

54+2

601

4%

65+2

546

3%

66+2

544

3%

52+2

525

3%

51+2

447

3%

50+2

433

3%

(Other)

5,438

34%

ALL

16,122

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

LCM
PROVIDES INFORMATION ON...

CM

1.00

RCM

1.00

Skill Moves

0.49

International Reputation

0.41

LAM

0.36

CAM

0.36

RAM

0.36

LM

0.34

RM

0.34

LS

0.27

ST

0.27

RS

0.27

LWB

0.25

RWB

0.25

THESE FEATURES
GIVE INFORMATION
ON LCM:

CM

1.00

RCM

1.00

LAM

0.37

CAM

0.37

RAM

0.37

LM

0.34

RM

0.34

LS

0.28

ST

0.28

RS

0.28

LDM

0.26

CDM

0.26

RDM

0.26

LWB

0.26

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LCM
CORRELATION RATIO WITH...

Special

0.96

BallControl

0.96

GKDiving

0.95

GKReflexes

0.95

GKHandling

0.95

ShortPassing

0.95

GKKicking

0.95

GKPositioning

0.95

Dribbling

0.91

LongPassing

0.90

Crossing

0.87

Positioning

0.84

Curve

0.84

LongShots

0.84

CM

MISSING:

2,085

(11%)

TOP CATEGORIES

58+2

762

5%

62+2

747

5%

60+2

743

5%

61+2

731

5%

59+2

726

5%

57+2

665

4%

56+2

654

4%

63+2

648

4%

55+2

645

4%

64+2

636

4%

53+2

631

4%

54+2

601

4%

65+2

546

3%

66+2

544

3%

52+2

525

3%

51+2

447

3%

50+2

433

3%

(Other)

5,438

34%

ALL

16,122

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

CM
PROVIDES INFORMATION ON...

LCM

1.00

RCM

1.00

Skill Moves

0.49

International Reputation

0.41

LAM

0.36

CAM

0.36

RAM

0.36

LM

0.34

RM

0.34

LS

0.27

ST

0.27

RS

0.27

LWB

0.25

RWB

0.25

THESE FEATURES
GIVE INFORMATION
ON CM:

LCM

1.00

RCM

1.00

LAM

0.37

CAM

0.37

RAM

0.37

LM

0.34

RM

0.34

LS

0.28

ST

0.28

RS

0.28

LDM

0.26

CDM

0.26

RDM

0.26

LWB

0.26

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

CM
CORRELATION RATIO WITH...

Special

0.96

BallControl

0.96

GKDiving

0.95

GKReflexes

0.95

GKHandling

0.95

ShortPassing

0.95

GKKicking

0.95

GKPositioning

0.95

Dribbling

0.91

LongPassing

0.90

Crossing

0.87

Positioning

0.84

Curve

0.84

LongShots

0.84

RCM

MISSING:

2,085

(11%)

TOP CATEGORIES

58+2

762

5%

62+2

747

5%

60+2

743

5%

61+2

731

5%

59+2

726

5%

57+2

665

4%

56+2

654

4%

63+2

648

4%

55+2

645

4%

64+2

636

4%

53+2

631

4%

54+2

601

4%

65+2

546

3%

66+2

544

3%

52+2

525

3%

51+2

447

3%

50+2

433

3%

(Other)

5,438

34%

ALL

16,122

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

RCM
PROVIDES INFORMATION ON...

LCM

1.00

CM

1.00

Skill Moves

0.49

International Reputation

0.41

LAM

0.36

CAM

0.36

RAM

0.36

LM

0.34

RM

0.34

LS

0.27

ST

0.27

RS

0.27

LWB

0.25

RWB

0.25

THESE FEATURES
GIVE INFORMATION
ON RCM:

LCM

1.00

CM

1.00

LAM

0.37

CAM

0.37

RAM

0.37

LM

0.34

RM

0.34

LS

0.28

ST

0.28

RS

0.28

LDM

0.26

CDM

0.26

RDM

0.26

LWB

0.26

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

RCM
CORRELATION RATIO WITH...

Special

0.96

BallControl

0.96

GKDiving

0.95

GKReflexes

0.95

GKHandling

0.95

ShortPassing

0.95

GKKicking

0.95

GKPositioning

0.95

Dribbling

0.91

LongPassing

0.90

Crossing

0.87

Positioning

0.84

Curve

0.84

LongShots

0.84

RM

MISSING:

2,085

(11%)

TOP CATEGORIES

61+2

804

5%

62+2

757

5%

60+2

744

5%

63+2

742

5%

64+2

715

4%

65+2

701

4%

59+2

689

4%

66+2

665

4%

67+2

619

4%

57+2

608

4%

58+2

593

4%

56+2

580

4%

55+2

523

3%

68+2

512

3%

69+2

471

3%

54+2

463

3%

70+2

417

3%

(Other)

5,519

34%

ALL

16,122

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

RM
PROVIDES INFORMATION ON...

LM

1.00

Skill Moves

0.65

LAM

0.53

CAM

0.53

RAM

0.53

International Reputation

0.39

LS

0.35

ST

0.35

RS

0.35

LCM

0.34

CM

0.34

RCM

0.34

LWB

0.23

RWB

0.23

THESE FEATURES
GIVE INFORMATION
ON RM:

LM

1.00

LAM

0.54

CAM

0.54

RAM

0.54

LS

0.35

ST

0.35

RS

0.35

LCM

0.34

CM

0.34

RCM

0.34

LWB

0.23

RWB

0.23

LB

0.21

RB

0.21

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

RM
CORRELATION RATIO WITH...

Dribbling

0.97

BallControl

0.96

GKDiving

0.95

GKReflexes

0.95

GKHandling

0.95

GKKicking

0.95

GKPositioning

0.95

Special

0.93

Positioning

0.92

ShortPassing

0.90

Crossing

0.90

Curve

0.88

LongShots

0.88

ShotPower

0.84

LWB

MISSING:

2,085

(11%)

TOP CATEGORIES

61+2

713

4%

60+2

697

4%

59+2

685

4%

56+2

679

4%

62+2

677

4%

57+2

629

4%

63+2

621

4%

53+2

609

4%

58+2

599

4%

64+2

584

4%

52+2

584

4%

55+2

581

4%

65+2

581

4%

54+2

562

3%

51+2

512

3%

66+2

483

3%

50+2

463

3%

(Other)

5,863

36%

ALL

16,122

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

LWB
PROVIDES INFORMATION ON...

RWB

1.00

LB

0.56

RB

0.56

LDM

0.42

CDM

0.42

RDM

0.42

Skill Moves

0.37

International Reputation

0.35

LCM

0.26

CM

0.26

RCM

0.26

Position

0.23

LM

0.23

RM

0.23

THESE FEATURES
GIVE INFORMATION
ON LWB:

RWB

1.00

LB

0.57

RB

0.57

LDM

0.43

CDM

0.43

RDM

0.43

LCM

0.25

CM

0.25

RCM

0.25

LM

0.23

RM

0.23

LAM

0.21

CAM

0.21

RAM

0.21

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LWB
CORRELATION RATIO WITH...

GKDiving

0.95

GKReflexes

0.95

GKHandling

0.95

GKKicking

0.95

GKPositioning

0.95

Special

0.88

Interceptions

0.87

StandingTackle

0.87

BallControl

0.87

ShortPassing

0.87

SlidingTackle

0.85

Marking

0.85

Stamina

0.83

LongPassing

0.82

LDM

MISSING:

2,085

(11%)

TOP CATEGORIES

62+2

660

4%

61+2

620

4%

60+2

620

4%

64+2

592

4%

59+2

592

4%

63+2

573

4%

58+2

565

4%

65+2

539

3%

57+2

529

3%

66+2

524

3%

56+2

520

3%

54+2

505

3%

55+2

479

3%

53+2

471

3%

51+2

468

3%

49+2

448

3%

52+2

444

3%

(Other)

6,973

43%

ALL

16,122

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

LDM
PROVIDES INFORMATION ON...

CDM

1.00

RDM

1.00

LB

0.46

RB

0.46

LWB

0.43

RWB

0.43

International Reputation

0.37

Skill Moves

0.35

LCM

0.26

CM

0.26

RCM

0.26

Position

0.24

LAM

0.20

CAM

0.20

THESE FEATURES
GIVE INFORMATION
ON LDM:

CDM

1.00

RDM

1.00

LB

0.45

RB

0.45

LWB

0.42

RWB

0.42

LCM

0.25

CM

0.25

RCM

0.25

LAM

0.20

CAM

0.20

RAM

0.20

LM

0.19

RM

0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LDM
CORRELATION RATIO WITH...

GKDiving

0.95

GKReflexes

0.95

GKHandling

0.95

GKKicking

0.95

GKPositioning

0.95

Interceptions

0.92

StandingTackle

0.91

SlidingTackle

0.89

Marking

0.89

ShortPassing

0.87

BallControl

0.86

Special

0.85

LongPassing

0.83

Aggression

0.83

CDM

MISSING:

2,085

(11%)

TOP CATEGORIES

62+2

660

4%

61+2

620

4%

60+2

620

4%

64+2

592

4%

59+2

592

4%

63+2

573

4%

58+2

565

4%

65+2

539

3%

57+2

529

3%

66+2

524

3%

56+2

520

3%

54+2

505

3%

55+2

479

3%

53+2

471

3%

51+2

468

3%

49+2

448

3%

52+2

444

3%

(Other)

6,973

43%

ALL

16,122

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

CDM
PROVIDES INFORMATION ON...

LDM

1.00

RDM

1.00

LB

0.46

RB

0.46

LWB

0.43

RWB

0.43

International Reputation

0.37

Skill Moves

0.35

LCM

0.26

CM

0.26

RCM

0.26

Position

0.24

LAM

0.20

CAM

0.20

THESE FEATURES
GIVE INFORMATION
ON CDM:

LDM

1.00

RDM

1.00

LB

0.45

RB

0.45

LWB

0.42

RWB

0.42

LCM

0.25

CM

0.25

RCM

0.25

LAM

0.20

CAM

0.20

RAM

0.20

LM

0.19

RM

0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

CDM
CORRELATION RATIO WITH...

GKDiving

0.95

GKReflexes

0.95

GKHandling

0.95

GKKicking

0.95

GKPositioning

0.95

Interceptions

0.92

StandingTackle

0.91

SlidingTackle

0.89

Marking

0.89

ShortPassing

0.87

BallControl

0.86

Special

0.85

LongPassing

0.83

Aggression

0.83

RDM

MISSING:

2,085

(11%)

TOP CATEGORIES

62+2

660

4%

61+2

620

4%

60+2

620

4%

64+2

592

4%

59+2

592

4%

63+2

573

4%

58+2

565

4%

65+2

539

3%

57+2

529

3%

66+2

524

3%

56+2

520

3%

54+2

505

3%

55+2

479

3%

53+2

471

3%

51+2

468

3%

49+2

448

3%

52+2

444

3%

(Other)

6,973

43%

ALL

16,122

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

RDM
PROVIDES INFORMATION ON...

LDM

1.00

CDM

1.00

LB

0.46

RB

0.46

LWB

0.43

RWB

0.43

International Reputation

0.37

Skill Moves

0.35

LCM

0.26

CM

0.26

RCM

0.26

Position

0.24

LAM

0.20

CAM

0.20

THESE FEATURES
GIVE INFORMATION
ON RDM:

LDM

1.00

CDM

1.00

LB

0.45

RB

0.45

LWB

0.42

RWB

0.42

LCM

0.25

CM

0.25

RCM

0.25

LAM

0.20

CAM

0.20

RAM

0.20

LM

0.19

RM

0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

RDM
CORRELATION RATIO WITH...

GKDiving

0.95

GKReflexes

0.95

GKHandling

0.95

GKKicking

0.95

GKPositioning

0.95

Interceptions

0.92

StandingTackle

0.91

SlidingTackle

0.89

Marking

0.89

ShortPassing

0.87

BallControl

0.86

Special

0.85

LongPassing

0.83

Aggression

0.83

RWB

MISSING:

2,085

(11%)

TOP CATEGORIES

61+2

713

4%

60+2

697

4%

59+2

685

4%

56+2

679

4%

62+2

677

4%

57+2

629

4%

63+2

621

4%

53+2

609

4%

58+2

599

4%

64+2

584

4%

52+2

584

4%

55+2

581

4%

65+2

581

4%

54+2

562

3%

51+2

512

3%

66+2

483

3%

50+2

463

3%

(Other)

5,863

36%

ALL

16,122

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

RWB
PROVIDES INFORMATION ON...

LWB

1.00

LB

0.56

RB

0.56

LDM

0.42

CDM

0.42

RDM

0.42

Skill Moves

0.37

International Reputation

0.35

LCM

0.26

CM

0.26

RCM

0.26

Position

0.23

LM

0.23

RM

0.23

THESE FEATURES
GIVE INFORMATION
ON RWB:

LWB

1.00

LB

0.57

RB

0.57

LDM

0.43

CDM

0.43

RDM

0.43

LCM

0.25

CM

0.25

RCM

0.25

LM

0.23

RM

0.23

LAM

0.21

CAM

0.21

RAM

0.21

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

RWB
CORRELATION RATIO WITH...

GKDiving

0.95

GKReflexes

0.95

GKHandling

0.95

GKKicking

0.95

GKPositioning

0.95

Special

0.88

Interceptions

0.87

StandingTackle

0.87

BallControl

0.87

ShortPassing

0.87

SlidingTackle

0.85

Marking

0.85

Stamina

0.83

LongPassing

0.82

LB

MISSING:

2,085

(11%)

TOP CATEGORIES

61+2

669

4%

58+2

659

4%

59+2

653

4%

63+2

652

4%

64+2

646

4%

60+2

629

4%

62+2

600

4%

57+2

571

4%

65+2

568

4%

54+2

540

3%

56+2

532

3%

55+2

512

3%

66+2

503

3%

53+2

495

3%

51+2

492

3%

52+2

488

3%

67+2

472

3%

(Other)

6,441

40%

ALL

16,122

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

LB
PROVIDES INFORMATION ON...

RB

1.00

LWB

0.57

RWB

0.57

LDM

0.45

CDM

0.45

RDM

0.45

Skill Moves

0.37

International Reputation

0.35

Position

0.26

LCM

0.23

CM

0.23

RCM

0.23

LM

0.21

RM

0.21

THESE FEATURES
GIVE INFORMATION
ON LB:

RB

1.00

LWB

0.56

RWB

0.56

LDM

0.46

CDM

0.46

RDM

0.46

LCM

0.23

CM

0.23

RCM

0.23

LM

0.21

RM

0.21

LAM

0.20

CAM

0.20

RAM

0.20

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LB
CORRELATION RATIO WITH...

GKDiving

0.95

GKReflexes

0.95

GKHandling

0.95

GKKicking

0.95

GKPositioning

0.95

StandingTackle

0.93

Interceptions

0.93

SlidingTackle

0.92

Marking

0.89

BallControl

0.86

Special

0.85

ShortPassing

0.85

Stamina

0.82

Dribbling

0.81

LCB

MISSING:

2,085

(11%)

634

4%

-

63+2

618

4%

-

62+2

591

4%

-

64+2

580

4%

-

65+2

569

4%

-

61+2

533

3%

-

66+2

499

3%

-

60+2

477

3%

-

67+2

476

3%

-

68+2

475

3%

-

59+2

428

3%

-

57+2

418

3%

-

58+2

374

2%

-

56+2

370

2%

-

46+2

370

2%

-

45+2

359

2%

-

44+2

356

2%

-

69+2

356

2%

-

51+2

353

2%

-

43+2

345

2%

-

70+2

342

2%

-

47+2

339

2%

-

41+2

333

2%

-

53+2

331

2%

-

52+2

329

2%

-

55+2

328

2%

-

42+2

327

2%

-

48+2

326

2%

-

54+2

318

2%

-

40+2

317

2%

-

50+2

295

2%

-

49+2

294

2%

-

71+2

274

2%

-

72+2

270

2%

-

37+2

270

2%

-

39+2

264

2%

-

38+2

220

1%

-

36+2

191

1%

-

73+2

185

1%

-

35+2

156

<1%

-

74+2

156

<1%

-

34+2

134

<1%

-

33+2

118

<1%

-

75+2

107

<1%

-

32+2

71

<1%

-

76+2

67

<1%

-

31+2

57

<1%

-

30+2

57

<1%

-

77+2

28

<1%

-

78+2

27

<1%

-

79+2

22

<1%

-

29+2

20

<1%

-

81+2

15

<1%

-

81+3

14

<1%

-

79+3

14

<1%

-

54+3

13

<1%

-

80+2

13

<1%

-

78+3

13

<1%

-

28+2

12

<1%

-

55+3

12

<1%

-

75+3

262

2%

-

(Other)

CB

MISSING:

2,085

(11%)

634

4%

-

63+2

618

4%

-

62+2

591

4%

-

64+2

580

4%

-

65+2

569

4%

-

61+2

533

3%

-

66+2

499

3%

-

60+2

477

3%

-

67+2

476

3%

-

68+2

475

3%

-

59+2

428

3%

-

57+2

418

3%

-

58+2

374

2%

-

56+2

370

2%

-

46+2

370

2%

-

45+2

359

2%

-

44+2

356

2%

-

69+2

356

2%

-

51+2

353

2%

-

43+2

345

2%

-

70+2

342

2%

-

47+2

339

2%

-

41+2

333

2%

-

53+2

331

2%

-

52+2

329

2%

-

55+2

328

2%

-

42+2

327

2%

-

48+2

326

2%

-

54+2

318

2%

-

40+2

317

2%

-

50+2

295

2%

-

49+2

294

2%

-

71+2

274

2%

-

72+2

270

2%

-

37+2

270

2%

-

39+2

264

2%

-

38+2

220

1%

-

36+2

191

1%

-

73+2

185

1%

-

35+2

156

<1%

-

74+2

156

<1%

-

34+2

134

<1%

-

33+2

118

<1%

-

75+2

107

<1%

-

32+2

71

<1%

-

76+2

67

<1%

-

31+2

57

<1%

-

30+2

57

<1%

-

77+2

28

<1%

-

78+2

27

<1%

-

79+2

22

<1%

-

29+2

20

<1%

-

81+2

15

<1%

-

81+3

14

<1%

-

79+3

14

<1%

-

54+3

13

<1%

-

80+2

13

<1%

-

78+3

13

<1%

-

28+2

12

<1%

-

55+3

12

<1%

-

75+3

262

2%

-

(Other)

RCB

MISSING:

2,085

(11%)

634

4%

-

63+2

618

4%

-

62+2

591

4%

-

64+2

580

4%

-

65+2

569

4%

-

61+2

533

3%

-

66+2

499

3%

-

60+2

477

3%

-

67+2

476

3%

-

68+2

475

3%

-

59+2

428

3%

-

57+2

418

3%

-

58+2

374

2%

-

56+2

370

2%

-

46+2

370

2%

-

45+2

359

2%

-

44+2

356

2%

-

69+2

356

2%

-

51+2

353

2%

-

43+2

345

2%

-

70+2

342

2%

-

47+2

339

2%

-

41+2

333

2%

-

53+2

331

2%

-

52+2

329

2%

-

55+2

328

2%

-

42+2

327

2%

-

48+2

326

2%

-

54+2

318

2%

-

40+2

317

2%

-

50+2

295

2%

-

49+2

294

2%

-

71+2

274

2%

-

72+2

270

2%

-

37+2

270

2%

-

39+2

264

2%

-

38+2

220

1%

-

36+2

191

1%

-

73+2

185

1%

-

35+2

156

<1%

-

74+2

156

<1%

-

34+2

134

<1%

-

33+2

118

<1%

-

75+2

107

<1%

-

32+2

71

<1%

-

76+2

67

<1%

-

31+2

57

<1%

-

30+2

57

<1%

-

77+2

28

<1%

-

78+2

27

<1%

-

79+2

22

<1%

-

29+2

20

<1%

-

81+2

15

<1%

-

81+3

14

<1%

-

79+3

14

<1%

-

54+3

13

<1%

-

80+2

13

<1%

-

78+3

13

<1%

-

28+2

12

<1%

-

55+3

12

<1%

-

75+3

262

2%

-

(Other)

RB

MISSING:

2,085

(11%)

TOP CATEGORIES

61+2

669

4%

58+2

659

4%

59+2

653

4%

63+2

652

4%

64+2

646

4%

60+2

629

4%

62+2

600

4%

57+2

571

4%

65+2

568

4%

54+2

540

3%

56+2

532

3%

55+2

512

3%

66+2

503

3%

53+2

495

3%

51+2

492

3%

52+2

488

3%

67+2

472

3%

(Other)

6,441

40%

ALL

16,122

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

RB
PROVIDES INFORMATION ON...

LB

1.00

LWB

0.57

RWB

0.57

LDM

0.45

CDM

0.45

RDM

0.45

Skill Moves

0.37

International Reputation

0.35

Position

0.26

LCM

0.23

CM

0.23

RCM

0.23

LM

0.21

RM

0.21

THESE FEATURES
GIVE INFORMATION
ON RB:

LB

1.00

LWB

0.56

RWB

0.56

LDM

0.46

CDM

0.46

RDM

0.46

LCM

0.23

CM

0.23

RCM

0.23

LM

0.21

RM

0.21

LAM

0.20

CAM

0.20

RAM

0.20

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

RB
CORRELATION RATIO WITH...

GKDiving

0.95

GKReflexes

0.95

GKHandling

0.95

GKKicking

0.95

GKPositioning

0.95

StandingTackle

0.93

Interceptions

0.93

SlidingTackle

0.92

Marking

0.89

BallControl

0.86

Special

0.85

ShortPassing

0.85

Stamina

0.82

Dribbling

0.81

Crossing

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Special

0.87

Dribbling

0.86

BallControl

0.84

Curve

0.83

ShortPassing

0.81

Positioning

0.78

FKAccuracy

0.76

LongPassing

0.76

LongShots

0.74

ShotPower

0.71

Agility

0.70

Volleys

0.69

Vision

0.68

Stamina

0.67

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LM

0.90

RM

0.90

LCM

0.87

CM

0.87

RCM

0.87

LAM

0.87

CAM

0.87

RAM

0.87

Position

0.82

LS

0.82

ST

0.82

RS

0.82

LWB

0.81

RWB

0.81

MOST FREQUENT VALUES

65.0

528

2.9%

62.0

528

2.9%

60.0

518

2.9%

59.0

508

2.8%

64.0

497

2.7%

58.0

491

2.7%

63.0

465

2.6%

61.0

446

2.5%

55.0

431

2.4%

66.0

429

2.4%

68.0

425

2.3%

57.0

420

2.3%

56.0

414

2.3%

67.0

404

2.2%

54.0

389

2.1%

SMALLEST VALUES

5.0

1

<0.1%

6.0

3

<0.1%

7.0

9

<0.1%

8.0

23

0.1%

9.0

39

0.2%

10.0

147

0.8%

11.0

269

1.5%

12.0

267

1.5%

13.0

284

1.6%

14.0

265

1.5%

15.0

171

0.9%

16.0

93

0.5%

17.0

89

0.5%

18.0

119

0.7%

19.0

85

0.5%

LARGEST VALUES

93.0

1

<0.1%

92.0

1

<0.1%

91.0

4

<0.1%

90.0

3

<0.1%

89.0

2

<0.1%

88.0

3

<0.1%

87.0

5

<0.1%

86.0

16

<0.1%

85.0

10

<0.1%

84.0

18

<0.1%

83.0

30

0.2%

82.0

33

0.2%

81.0

32

0.2%

80.0

53

0.3%

79.0

71

0.4%

Finishing

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Positioning

0.89

Volleys

0.88

LongShots

0.88

Penalties

0.84

Dribbling

0.82

ShotPower

0.82

BallControl

0.79

Curve

0.76

Special

0.72

FKAccuracy

0.70

Vision

0.70

ShortPassing

0.66

Crossing

0.66

Agility

0.64

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LS

0.93

ST

0.93

RS

0.93

Position

0.87

LAM

0.87

CAM

0.87

RAM

0.87

LM

0.84

RM

0.84

Skill Moves

0.77

LCM

0.74

CM

0.74

RCM

0.74

LB

0.70

MOST FREQUENT VALUES

58.0

462

2.5%

59.0

433

2.4%

62.0

430

2.4%

60.0

427

2.4%

65.0

424

2.3%

66.0

401

2.2%

64.0

399

2.2%

57.0

384

2.1%

61.0

382

2.1%

55.0

374

2.1%

63.0

373

2.1%

67.0

345

1.9%

68.0

340

1.9%

56.0

336

1.9%

48.0

330

1.8%

SMALLEST VALUES

2.0

2

<0.1%

4.0

5

<0.1%

5.0

80

0.4%

6.0

95

0.5%

7.0

115

0.6%

8.0

142

0.8%

9.0

163

0.9%

10.0

140

0.8%

11.0

189

1.0%

12.0

221

1.2%

13.0

188

1.0%

14.0

174

1.0%

15.0

169

0.9%

16.0

150

0.8%

17.0

172

0.9%

LARGEST VALUES

95.0

1

<0.1%

94.0

2

<0.1%

93.0

2

<0.1%

92.0

1

<0.1%

91.0

2

<0.1%

90.0

3

<0.1%

89.0

2

<0.1%

88.0

7

<0.1%

87.0

8

<0.1%

86.0

9

<0.1%

85.0

10

<0.1%

84.0

20

0.1%

83.0

18

<0.1%

82.0

15

<0.1%

81.0

29

0.2%

HeadingAccuracy

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

GKDiving

-0.75

GKHandling

-0.75

GKReflexes

-0.75

GKKicking

-0.75

GKPositioning

-0.74

Aggression

0.69

BallControl

0.66

Special

0.64

ShortPassing

0.64

Stamina

0.63

ShotPower

0.61

Marking

0.58

StandingTackle

0.56

Penalties

0.55

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Position

0.85

LDM

0.81

CDM

0.81

RDM

0.81

LB

0.81

RB

0.81

LS

0.81

ST

0.81

RS

0.81

LWB

0.80

RWB

0.80

LM

0.79

RM

0.79

LAM

0.79

MOST FREQUENT VALUES

58.0

646

3.6%

59.0

572

3.1%

60.0

571

3.1%

55.0

565

3.1%

62.0

528

2.9%

65.0

510

2.8%

61.0

485

2.7%

64.0

483

2.7%

54.0

481

2.6%

57.0

471

2.6%

68.0

464

2.6%

53.0

450

2.5%

63.0

447

2.5%

56.0

436

2.4%

52.0

429

2.4%

SMALLEST VALUES

4.0

2

<0.1%

5.0

3

<0.1%

6.0

2

<0.1%

7.0

7

<0.1%

8.0

20

0.1%

9.0

31

0.2%

10.0

148

0.8%

11.0

231

1.3%

12.0

259

1.4%

13.0

295

1.6%

14.0

274

1.5%

15.0

159

0.9%

16.0

120

0.7%

17.0

93

0.5%

18.0

102

0.6%

LARGEST VALUES

94.0

2

<0.1%

93.0

3

<0.1%

92.0

3

<0.1%

91.0

4

<0.1%

90.0

6

<0.1%

89.0

4

<0.1%

88.0

2

<0.1%

87.0

7

<0.1%

86.0

12

<0.1%

85.0

19

0.1%

84.0

26

0.1%

83.0

39

0.2%

82.0

36

0.2%

81.0

45

0.2%

80.0

88

0.5%

ShortPassing

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

BallControl

0.91

Special

0.91

LongPassing

0.90

Dribbling

0.84

Crossing

0.81

Curve

0.78

ShotPower

0.77

LongShots

0.76

Positioning

0.76

FKAccuracy

0.74

GKDiving

-0.73

GKReflexes

-0.73

GKHandling

-0.73

GKKicking

-0.72

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LCM

0.95

CM

0.95

RCM

0.95

LAM

0.91

CAM

0.91

RAM

0.91

LM

0.90

RM

0.90

LS

0.87

ST

0.87

RS

0.87

LDM

0.87

CDM

0.87

RDM

0.87

MOST FREQUENT VALUES

64.0

876

4.8%

65.0

789

4.3%

62.0

763

4.2%

63.0

742

4.1%

68.0

735

4.0%

66.0

729

4.0%

67.0

699

3.8%

60.0

627

3.5%

70.0

590

3.2%

58.0

577

3.2%

61.0

545

3.0%

69.0

544

3.0%

59.0

543

3.0%

72.0

489

2.7%

57.0

451

2.5%

SMALLEST VALUES

7.0

2

<0.1%

8.0

1

<0.1%

11.0

7

<0.1%

12.0

18

<0.1%

13.0

12

<0.1%

14.0

16

<0.1%

15.0

46

0.3%

16.0

37

0.2%

17.0

47

0.3%

18.0

53

0.3%

19.0

59

0.3%

20.0

65

0.4%

21.0

65

0.4%

22.0

84

0.5%

23.0

129

0.7%

LARGEST VALUES

93.0

2

<0.1%

92.0

2

<0.1%

91.0

1

<0.1%

90.0

7

<0.1%

89.0

9

<0.1%

88.0

6

<0.1%

87.0

6

<0.1%

86.0

18

<0.1%

85.0

26

0.1%

84.0

48

0.3%

83.0

44

0.2%

82.0

67

0.4%

81.0

67

0.4%

80.0

110

0.6%

79.0

129

0.7%

Volleys

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Finishing

0.88

LongShots

0.87

Positioning

0.85

ShotPower

0.83

Penalties

0.83

Dribbling

0.81

Curve

0.81

BallControl

0.79

Special

0.77

FKAccuracy

0.75

Vision

0.70

ShortPassing

0.70

Crossing

0.69

Agility

0.62

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LS

0.90

ST

0.90

RS

0.90

LAM

0.86

CAM

0.86

RAM

0.86

LM

0.83

RM

0.83

Position

0.79

Skill Moves

0.77

LCM

0.76

CM

0.76

RCM

0.76

LB

0.68

MOST FREQUENT VALUES

49.0

402

2.2%

59.0

387

2.1%

48.0

387

2.1%

58.0

382

2.1%

45.0

374

2.1%

42.0

369

2.0%

43.0

368

2.0%

55.0

359

2.0%

52.0

357

2.0%

54.0

354

1.9%

32.0

351

1.9%

56.0

349

1.9%

34.0

348

1.9%

40.0

347

1.9%

47.0

346

1.9%

SMALLEST VALUES

4.0

7

<0.1%

5.0

90

0.5%

6.0

101

0.6%

7.0

110

0.6%

8.0

137

0.8%

9.0

144

0.8%

10.0

102

0.6%

11.0

160

0.9%

12.0

210

1.2%

13.0

206

1.1%

14.0

176

1.0%

15.0

161

0.9%

16.0

118

0.6%

17.0

120

0.7%

18.0

135

0.7%

LARGEST VALUES

90.0

5

<0.1%

89.0

1

<0.1%

88.0

3

<0.1%

87.0

5

<0.1%

86.0

7

<0.1%

85.0

11

<0.1%

84.0

13

<0.1%

83.0

11

<0.1%

82.0

18

<0.1%

81.0

22

0.1%

80.0

26

0.1%

79.0

25

0.1%

78.0

30

0.2%

77.0

46

0.3%

76.0

79

0.4%

Dribbling

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

BallControl

0.94

Positioning

0.90

Special

0.87

Crossing

0.86

ShortPassing

0.84

LongShots

0.84

Curve

0.84

Finishing

0.82

Volleys

0.81

ShotPower

0.80

Penalties

0.77

Agility

0.77

GKDiving

-0.75

GKReflexes

-0.75

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LM

0.97

RM

0.97

LAM

0.97

CAM

0.97

RAM

0.97

LS

0.94

ST

0.94

RS

0.94

LCM

0.91

CM

0.91

RCM

0.91

Skill Moves

0.90

Position

0.89

LWB

0.82

MOST FREQUENT VALUES

64.0

717

3.9%

65.0

666

3.7%

63.0

662

3.6%

66.0

657

3.6%

62.0

637

3.5%

68.0

629

3.5%

67.0

619

3.4%

60.0

534

2.9%

59.0

526

2.9%

61.0

524

2.9%

58.0

503

2.8%

69.0

479

2.6%

57.0

470

2.6%

70.0

457

2.5%

71.0

443

2.4%

SMALLEST VALUES

4.0

4

<0.1%

5.0

23

0.1%

6.0

38

0.2%

7.0

59

0.3%

8.0

72

0.4%

9.0

73

0.4%

10.0

119

0.7%

11.0

194

1.1%

12.0

232

1.3%

13.0

224

1.2%

14.0

221

1.2%

15.0

142

0.8%

16.0

145

0.8%

17.0

103

0.6%

18.0

94

0.5%

LARGEST VALUES

97.0

1

<0.1%

96.0

1

<0.1%

95.0

1

<0.1%

94.0

1

<0.1%

93.0

1

<0.1%

92.0

3

<0.1%

91.0

4

<0.1%

90.0

12

<0.1%

89.0

8

<0.1%

88.0

18

<0.1%

87.0

29

0.2%

86.0

39

0.2%

85.0

34

0.2%

84.0

50

0.3%

83.0

56

0.3%

Curve

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

FKAccuracy

0.86

Special

0.85

Dribbling

0.84

LongShots

0.84

Crossing

0.83

BallControl

0.83

Positioning

0.81

Volleys

0.81

ShotPower

0.79

ShortPassing

0.78

Finishing

0.76

Penalties

0.75

Vision

0.74

LongPassing

0.71

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LAM

0.88

CAM

0.88

RAM

0.88

LM

0.88

RM

0.88

LS

0.85

ST

0.85

RS

0.85

LCM

0.84

CM

0.84

RCM

0.84

Skill Moves

0.80

Position

0.76

LWB

0.70

MOST FREQUENT VALUES

58.0

400

2.2%

48.0

393

2.2%

45.0

391

2.2%

60.0

376

2.1%

49.0

369

2.0%

64.0

368

2.0%

55.0

367

2.0%

42.0

363

2.0%

65.0

361

2.0%

59.0

352

1.9%

62.0

351

1.9%

53.0

349

1.9%

57.0

341

1.9%

54.0

336

1.9%

52.0

335

1.8%

SMALLEST VALUES

6.0

4

<0.1%

7.0

4

<0.1%

8.0

11

<0.1%

9.0

41

0.2%

10.0

147

0.8%

11.0

218

1.2%

12.0

259

1.4%

13.0

289

1.6%

14.0

244

1.3%

15.0

165

0.9%

16.0

141

0.8%

17.0

106

0.6%

18.0

109

0.6%

19.0

114

0.6%

20.0

128

0.7%

LARGEST VALUES

94.0

1

<0.1%

93.0

1

<0.1%

92.0

1

<0.1%

91.0

1

<0.1%

90.0

6

<0.1%

89.0

4

<0.1%

88.0

10

<0.1%

87.0

9

<0.1%

86.0

20

0.1%

85.0

25

0.1%

84.0

35

0.2%

83.0

49

0.3%

82.0

63

0.3%

81.0

53

0.3%

80.0

93

0.5%

FKAccuracy

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Curve

0.86

Special

0.81

LongShots

0.80

Crossing

0.76

BallControl

0.76

ShotPower

0.75

Dribbling

0.75

Volleys

0.75

ShortPassing

0.74

Penalties

0.73

Positioning

0.73

Vision

0.72

LongPassing

0.70

Finishing

0.70

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LAM

0.82

CAM

0.82

RAM

0.82

LM

0.81

RM

0.81

LCM

0.80

CM

0.80

RCM

0.80

LS

0.78

ST

0.78

RS

0.78

Skill Moves

0.73

Position

0.70

LWB

0.65

MOST FREQUENT VALUES

42.0

485

2.7%

40.0

479

2.6%

32.0

473

2.6%

35.0

458

2.5%

39.0

441

2.4%

34.0

437

2.4%

30.0

423

2.3%

38.0

407

2.2%

31.0

395

2.2%

33.0

393

2.2%

41.0

390

2.1%

36.0

376

2.1%

45.0

372

2.0%

29.0

370

2.0%

37.0

369

2.0%

SMALLEST VALUES

3.0

1

<0.1%

4.0

1

<0.1%

6.0

3

<0.1%

7.0

8

<0.1%

8.0

20

0.1%

9.0

33

0.2%

10.0

129

0.7%

11.0

235

1.3%

12.0

314

1.7%

13.0

309

1.7%

14.0

242

1.3%

15.0

176

1.0%

16.0

112

0.6%

17.0

100

0.6%

18.0

116

0.6%

LARGEST VALUES

94.0

1

<0.1%

93.0

1

<0.1%

92.0

1

<0.1%

91.0

1

<0.1%

90.0

2

<0.1%

88.0

3

<0.1%

87.0

5

<0.1%

86.0

11

<0.1%

85.0

8

<0.1%

84.0

17

<0.1%

83.0

20

0.1%

82.0

28

0.2%

81.0

26

0.1%

80.0

39

0.2%

79.0

47

0.3%

LongPassing

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

ShortPassing

0.90

Special

0.85

BallControl

0.79

Crossing

0.76

Dribbling

0.72

Curve

0.71

FKAccuracy

0.70

Vision

0.70

ShotPower

0.67

LongShots

0.67

Composure

0.65

Stamina

0.64

Positioning

0.61

Interceptions

0.60

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LCM

0.90

CM

0.90

RCM

0.90

LDM

0.83

CDM

0.83

RDM

0.83

LWB

0.82

RWB

0.82

LAM

0.80

CAM

0.80

RAM

0.80

LM

0.80

RM

0.80

LB

0.79

MOST FREQUENT VALUES

62.0

625

3.4%

59.0

603

3.3%

58.0

602

3.3%

63.0

598

3.3%

60.0

593

3.3%

64.0

565

3.1%

65.0

557

3.1%

55.0

537

3.0%

57.0

510

2.8%

61.0

508

2.8%

66.0

489

2.7%

56.0

473

2.6%

54.0

464

2.6%

53.0

449

2.5%

68.0

433

2.4%

SMALLEST VALUES

9.0

3

<0.1%

10.0

3

<0.1%

11.0

11

<0.1%

12.0

18

<0.1%

13.0

22

0.1%

14.0

18

<0.1%

15.0

52

0.3%

16.0

73

0.4%

17.0

72

0.4%

18.0

88

0.5%

19.0

77

0.4%

20.0

106

0.6%

21.0

132

0.7%

22.0

184

1.0%

23.0

156

0.9%

LARGEST VALUES

93.0

1

<0.1%

91.0

1

<0.1%

90.0

2

<0.1%

89.0

4

<0.1%

88.0

2

<0.1%

87.0

9

<0.1%

86.0

3

<0.1%

85.0

12

<0.1%

84.0

10

<0.1%

83.0

24

0.1%

82.0

25

0.1%

81.0

28

0.2%

80.0

53

0.3%

79.0

57

0.3%

78.0

88

0.5%

BallControl

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Dribbling

0.94

Special

0.91

ShortPassing

0.91

Positioning

0.86

Crossing

0.84

LongShots

0.84

ShotPower

0.83

Curve

0.83

Volleys

0.79

LongPassing

0.79

GKDiving

-0.79

Finishing

0.79

GKReflexes

-0.79

GKHandling

-0.79

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LAM

0.97

CAM

0.97

RAM

0.97

LM

0.96

RM

0.96

LCM

0.96

CM

0.96

RCM

0.96

LS

0.95

ST

0.95

RS

0.95

Skill Moves

0.91

Position

0.87

LWB

0.87

MOST FREQUENT VALUES

65.0

807

4.4%

64.0

778

4.3%

66.0

733

4.0%

62.0

732

4.0%

68.0

721

4.0%

63.0

711

3.9%

67.0

704

3.9%

60.0

642

3.5%

70.0

634

3.5%

61.0

589

3.2%

69.0

579

3.2%

58.0

528

2.9%

72.0

498

2.7%

59.0

498

2.7%

71.0

472

2.6%

SMALLEST VALUES

5.0

1

<0.1%

8.0

2

<0.1%

9.0

5

<0.1%

10.0

47

0.3%

11.0

59

0.3%

12.0

94

0.5%

13.0

75

0.4%

14.0

93

0.5%

15.0

110

0.6%

16.0

109

0.6%

17.0

113

0.6%

18.0

153

0.8%

19.0

134

0.7%

20.0

142

0.8%

21.0

120

0.7%

LARGEST VALUES

96.0

1

<0.1%

95.0

2

<0.1%

94.0

3

<0.1%

93.0

2

<0.1%

92.0

4

<0.1%

91.0

5

<0.1%

90.0

10

<0.1%

89.0

9

<0.1%

88.0

15

<0.1%

87.0

15

<0.1%

86.0

29

0.2%

85.0

42

0.2%

84.0

50

0.3%

83.0

73

0.4%

82.0

71

0.4%

Acceleration

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

SprintSpeed

0.92

Agility

0.81

Dribbling

0.75

Balance

0.71

Positioning

0.68

BallControl

0.68

Crossing

0.67

Special

0.65

Stamina

0.61

Curve

0.61

Finishing

0.61

GKHandling

-0.59

GKReflexes

-0.59

GKDiving

-0.59

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Position

0.76

LM

0.76

RM

0.76

LAM

0.73

CAM

0.73

RAM

0.73

Skill Moves

0.72

LS

0.71

ST

0.71

RS

0.71

LCM

0.67

CM

0.67

RCM

0.67

LB

0.66

MOST FREQUENT VALUES

69.0

759

4.2%

68.0

741

4.1%

67.0

685

3.8%

74.0

614

3.4%

66.0

608

3.3%

65.0

568

3.1%

75.0

568

3.1%

72.0

549

3.0%

78.0

528

2.9%

73.0

527

2.9%

76.0

523

2.9%

64.0

508

2.8%

71.0

498

2.7%

77.0

488

2.7%

70.0

483

2.7%

SMALLEST VALUES

12.0

1

<0.1%

13.0

2

<0.1%

14.0

3

<0.1%

15.0

17

<0.1%

16.0

13

<0.1%

17.0

24

0.1%

18.0

22

0.1%

19.0

19

0.1%

20.0

32

0.2%

21.0

32

0.2%

22.0

32

0.2%

23.0

32

0.2%

24.0

29

0.2%

25.0

43

0.2%

26.0

40

0.2%

LARGEST VALUES

97.0

2

<0.1%

96.0

2

<0.1%

95.0

8

<0.1%

94.0

25

0.1%

93.0

41

0.2%

92.0

56

0.3%

91.0

91

0.5%

90.0

126

0.7%

89.0

104

0.6%

88.0

110

0.6%

87.0

140

0.8%

86.0

164

0.9%

85.0

178

1.0%

84.0

222

1.2%

83.0

209

1.2%

SprintSpeed

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Acceleration

0.92

Agility

0.76

Dribbling

0.73

Positioning

0.67

BallControl

0.66

Special

0.65

Crossing

0.65

Balance

0.64

Stamina

0.62

GKHandling

-0.60

GKReflexes

-0.60

GKDiving

-0.60

GKKicking

-0.60

GKPositioning

-0.60

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Position

0.75

LM

0.74

RM

0.74

LAM

0.72

CAM

0.72

RAM

0.72

Skill Moves

0.71

LS

0.71

ST

0.71

RS

0.71

LCM

0.67

CM

0.67

RCM

0.67

LB

0.66

MOST FREQUENT VALUES

68.0

744

4.1%

69.0

730

4.0%

67.0

705

3.9%

66.0

623

3.4%

65.0

614

3.4%

72.0

604

3.3%

75.0

584

3.2%

73.0

576

3.2%

74.0

554

3.1%

70.0

529

2.9%

76.0

529

2.9%

64.0

527

2.9%

77.0

520

2.9%

71.0

512

2.8%

63.0

474

2.6%

SMALLEST VALUES

12.0

1

<0.1%

13.0

1

<0.1%

14.0

1

<0.1%

15.0

18

<0.1%

16.0

19

0.1%

17.0

15

<0.1%

18.0

20

0.1%

19.0

11

<0.1%

20.0

27

0.1%

21.0

23

0.1%

22.0

29

0.2%

23.0

36

0.2%

24.0

36

0.2%

25.0

27

0.1%

26.0

51

0.3%

LARGEST VALUES

96.0

3

<0.1%

95.0

5

<0.1%

94.0

17

<0.1%

93.0

43

0.2%

92.0

58

0.3%

91.0

73

0.4%

90.0

131

0.7%

89.0

80

0.4%

88.0

109

0.6%

87.0

125

0.7%

86.0

162

0.9%

85.0

200

1.1%

84.0

205

1.1%

83.0

238

1.3%

82.0

246

1.4%

Agility

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Acceleration

0.81

Balance

0.77

Dribbling

0.77

SprintSpeed

0.76

Positioning

0.71

BallControl

0.70

Special

0.70

Crossing

0.70

Curve

0.68

LongShots

0.65

Finishing

0.64

Volleys

0.62

ShortPassing

0.61

Vision

0.60

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LM

0.78

RM

0.78

LAM

0.76

CAM

0.76

RAM

0.76

Position

0.74

Skill Moves

0.72

LS

0.71

ST

0.71

RS

0.71

LCM

0.68

CM

0.68

RCM

0.68

Height

0.65

MOST FREQUENT VALUES

68.0

601

3.3%

70.0

568

3.1%

72.0

565

3.1%

69.0

556

3.1%

66.0

550

3.0%

71.0

543

3.0%

67.0

542

3.0%

73.0

536

3.0%

74.0

522

2.9%

65.0

521

2.9%

64.0

500

2.8%

75.0

498

2.7%

63.0

482

2.7%

62.0

468

2.6%

77.0

466

2.6%

SMALLEST VALUES

14.0

1

<0.1%

15.0

1

<0.1%

18.0

4

<0.1%

19.0

6

<0.1%

20.0

2

<0.1%

21.0

15

<0.1%

22.0

38

0.2%

23.0

29

0.2%

24.0

24

0.1%

25.0

41

0.2%

26.0

31

0.2%

27.0

26

0.1%

28.0

51

0.3%

29.0

52

0.3%

30.0

106

0.6%

LARGEST VALUES

96.0

1

<0.1%

95.0

4

<0.1%

94.0

19

0.1%

93.0

38

0.2%

92.0

64

0.4%

91.0

88

0.5%

90.0

111

0.6%

89.0

76

0.4%

88.0

103

0.6%

87.0

136

0.7%

86.0

140

0.8%

85.0

152

0.8%

84.0

164

0.9%

83.0

208

1.1%

82.0

242

1.3%

Reactions

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Overall

0.85

Unnamed: 0

-0.83

Composure

0.69

Special

0.60

Potential

0.51

Vision

0.50

Wage_Number

0.50

ShortPassing

0.48

LongPassing

0.46

Age

0.45

BallControl

0.44

LongShots

0.42

ShotPower

0.42

Curve

0.41

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LCM

0.67

CM

0.67

RCM

0.67

LAM

0.62

CAM

0.62

RAM

0.62

LM

0.62

RM

0.62

LS

0.60

ST

0.60

RS

0.60

LDM

0.59

CDM

0.59

RDM

0.59

MOST FREQUENT VALUES

65.0

863

4.8%

64.0

862

4.7%

60.0

833

4.6%

62.0

820

4.5%

63.0

812

4.5%

66.0

734

4.0%

58.0

716

3.9%

68.0

710

3.9%

67.0

701

3.9%

61.0

700

3.9%

59.0

694

3.8%

55.0

685

3.8%

70.0

608

3.3%

57.0

604

3.3%

56.0

595

3.3%

SMALLEST VALUES

21.0

1

<0.1%

30.0

5

<0.1%

31.0

5

<0.1%

32.0

6

<0.1%

33.0

12

<0.1%

34.0

7

<0.1%

35.0

16

<0.1%

36.0

21

0.1%

37.0

25

0.1%

38.0

27

0.1%

39.0

30

0.2%

40.0

55

0.3%

41.0

64

0.4%

42.0

72

0.4%

43.0

92

0.5%

LARGEST VALUES

96.0

1

<0.1%

95.0

1

<0.1%

94.0

1

<0.1%

93.0

1

<0.1%

92.0

1

<0.1%

91.0

5

<0.1%

90.0

7

<0.1%

89.0

1

<0.1%

88.0

7

<0.1%

87.0

10

<0.1%

86.0

15

<0.1%

85.0

30

0.2%

84.0

41

0.2%

83.0

47

0.3%

82.0

76

0.4%

Balance

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Agility

0.77

Acceleration

0.71

Dribbling

0.66

SprintSpeed

0.64

Crossing

0.62

BallControl

0.60

Positioning

0.60

Curve

0.59

Special

0.59

LongShots

0.53

ShortPassing

0.53

Finishing

0.52

FKAccuracy

0.52

Volleys

0.51

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Height

0.80

Position

0.70

Weight

0.69

LM

0.67

RM

0.67

LAM

0.65

CAM

0.65

RAM

0.65

Skill Moves

0.64

LS

0.60

ST

0.60

RS

0.60

LCM

0.60

CM

0.60

MOST FREQUENT VALUES

68.0

604

3.3%

70.0

594

3.3%

66.0

589

3.2%

65.0

589

3.2%

67.0

587

3.2%

69.0

574

3.2%

71.0

559

3.1%

72.0

548

3.0%

74.0

534

2.9%

73.0

524

2.9%

75.0

519

2.9%

64.0

509

2.8%

76.0

475

2.6%

62.0

471

2.6%

63.0

470

2.6%

SMALLEST VALUES

16.0

3

<0.1%

17.0

3

<0.1%

18.0

3

<0.1%

19.0

3

<0.1%

20.0

7

<0.1%

21.0

15

<0.1%

22.0

34

0.2%

23.0

18

<0.1%

24.0

24

0.1%

25.0

25

0.1%

26.0

25

0.1%

27.0

31

0.2%

28.0

52

0.3%

29.0

52

0.3%

30.0

72

0.4%

LARGEST VALUES

96.0

5

<0.1%

95.0

7

<0.1%

94.0

23

0.1%

93.0

42

0.2%

92.0

60

0.3%

91.0

90

0.5%

90.0

109

0.6%

89.0

80

0.4%

88.0

92

0.5%

87.0

114

0.6%

86.0

132

0.7%

85.0

141

0.8%

84.0

189

1.0%

83.0

210

1.2%

82.0

216

1.2%

ShotPower

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

LongShots

0.89

Special

0.84

Volleys

0.83

BallControl

0.83

Finishing

0.82

Positioning

0.81

Dribbling

0.80

Penalties

0.80

Curve

0.79

ShortPassing

0.77

FKAccuracy

0.75

Crossing

0.71

Vision

0.68

LongPassing

0.67

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LS

0.91

ST

0.91

RS

0.91

LAM

0.86

CAM

0.86

RAM

0.86

LM

0.84

RM

0.84

LCM

0.83

CM

0.83

RCM

0.83

Skill Moves

0.78

Position

0.77

LDM

0.73

MOST FREQUENT VALUES

68.0

574

3.2%

70.0

558

3.1%

65.0

552

3.0%

62.0

542

3.0%

66.0

515

2.8%

60.0

497

2.7%

64.0

491

2.7%

63.0

473

2.6%

58.0

471

2.6%

59.0

462

2.5%

67.0

460

2.5%

61.0

445

2.5%

72.0

441

2.4%

55.0

426

2.3%

69.0

406

2.2%

SMALLEST VALUES

2.0

1

<0.1%

3.0

1

<0.1%

6.0

2

<0.1%

7.0

1

<0.1%

8.0

2

<0.1%

9.0

4

<0.1%

10.0

4

<0.1%

11.0

13

<0.1%

12.0

32

0.2%

13.0

24

0.1%

14.0

39

0.2%

15.0

55

0.3%

16.0

73

0.4%

17.0

102

0.6%

18.0

125

0.7%

LARGEST VALUES

95.0

1

<0.1%

94.0

1

<0.1%

93.0

1

<0.1%

92.0

3

<0.1%

91.0

2

<0.1%

90.0

3

<0.1%

89.0

3

<0.1%

88.0

13

<0.1%

87.0

24

0.1%

86.0

37

0.2%

85.0

57

0.3%

84.0

65

0.4%

83.0

84

0.5%

82.0

81

0.4%

81.0

103

0.6%

Jumping

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

HeadingAccuracy

0.38

Aggression

0.37

Stamina

0.35

Special

0.32

Interceptions

0.29

Strength

0.28

Marking

0.28

Overall

0.26

Unnamed: 0

-0.26

StandingTackle

0.26

SlidingTackle

0.26

Reactions

0.25

Composure

0.25

SprintSpeed

0.23

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Position

0.42

Skill Moves

0.35

LB

0.34

RB

0.34

Work Rate

0.34

Height

0.33

LDM

0.32

CDM

0.32

RDM

0.32

LWB

0.32

RWB

0.32

Weight

0.31

International Reputation

0.30

LS

0.29

MOST FREQUENT VALUES

70.0

718

4.0%

72.0

651

3.6%

68.0

647

3.6%

71.0

631

3.5%

65.0

626

3.4%

63.0

624

3.4%

67.0

621

3.4%

73.0

616

3.4%

64.0

600

3.3%

69.0

593

3.3%

66.0

591

3.3%

62.0

588

3.2%

60.0

583

3.2%

74.0

572

3.1%

58.0

530

2.9%

SMALLEST VALUES

15.0

1

<0.1%

16.0

1

<0.1%

22.0

1

<0.1%

23.0

1

<0.1%

26.0

4

<0.1%

27.0

5

<0.1%

28.0

2

<0.1%

29.0

8

<0.1%

30.0

40

0.2%

31.0

52

0.3%

32.0

59

0.3%

33.0

81

0.4%

34.0

83

0.5%

35.0

48

0.3%

36.0

57

0.3%

LARGEST VALUES

95.0

1

<0.1%

94.0

5

<0.1%

93.0

18

<0.1%

92.0

45

0.2%

91.0

75

0.4%

90.0

100

0.6%

89.0

56

0.3%

88.0

65

0.4%

87.0

79

0.4%

86.0

96

0.5%

85.0

126

0.7%

84.0

170

0.9%

83.0

198

1.1%

82.0

253

1.4%

81.0

266

1.5%

Stamina

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Special

0.79

BallControl

0.73

ShortPassing

0.72

GKDiving

-0.70

GKReflexes

-0.70

GKHandling

-0.70

GKKicking

-0.70

GKPositioning

-0.70

Dribbling

0.69

Crossing

0.67

Aggression

0.65

Positioning

0.64

LongPassing

0.64

HeadingAccuracy

0.63

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LWB

0.83

RWB

0.83

LB

0.82

RB

0.82

LDM

0.81

CDM

0.81

RDM

0.81

LCM

0.81

CM

0.81

RCM

0.81

LM

0.79

RM

0.79

LAM

0.77

CAM

0.77

MOST FREQUENT VALUES

68.0

694

3.8%

69.0

668

3.7%

67.0

630

3.5%

72.0

611

3.4%

65.0

587

3.2%

74.0

577

3.2%

66.0

574

3.2%

70.0

572

3.1%

75.0

556

3.1%

64.0

549

3.0%

71.0

544

3.0%

73.0

540

3.0%

76.0

477

2.6%

63.0

466

2.6%

62.0

463

2.5%

SMALLEST VALUES

12.0

1

<0.1%

13.0

2

<0.1%

14.0

9

<0.1%

15.0

4

<0.1%

16.0

22

0.1%

17.0

38

0.2%

18.0

44

0.2%

19.0

37

0.2%

20.0

64

0.4%

21.0

72

0.4%

22.0

75

0.4%

23.0

64

0.4%

24.0

75

0.4%

25.0

91

0.5%

26.0

73

0.4%

LARGEST VALUES

96.0

3

<0.1%

95.0

2

<0.1%

94.0

7

<0.1%

93.0

27

0.1%

92.0

58

0.3%

91.0

78

0.4%

90.0

108

0.6%

89.0

90

0.5%

88.0

98

0.5%

87.0

108

0.6%

86.0

142

0.8%

85.0

167

0.9%

84.0

176

1.0%

83.0

188

1.0%

82.0

240

1.3%

Strength

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

HeadingAccuracy

0.49

Aggression

0.47

Balance

-0.39

Interceptions

0.36

Overall

0.35

Unnamed: 0

-0.34

Marking

0.33

Age

0.33

StandingTackle

0.33

SlidingTackle

0.30

Reactions

0.29

Jumping

0.28

Composure

0.28

Stamina

0.26

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Weight

0.66

Height

0.59

Position

0.55

LDM

0.38

CDM

0.38

RDM

0.38

Body Type

0.37

Work Rate

0.37

LB

0.33

RB

0.33

Skill Moves

0.33

International Reputation

0.29

LWB

0.28

RWB

0.28

MOST FREQUENT VALUES

68.0

678

3.7%

67.0

626

3.4%

65.0

623

3.4%

69.0

605

3.3%

70.0

596

3.3%

73.0

569

3.1%

72.0

569

3.1%

64.0

564

3.1%

66.0

561

3.1%

75.0

541

3.0%

74.0

538

3.0%

71.0

538

3.0%

62.0

536

3.0%

63.0

521

2.9%

60.0

517

2.8%

SMALLEST VALUES

17.0

1

<0.1%

24.0

2

<0.1%

25.0

2

<0.1%

26.0

4

<0.1%

27.0

4

<0.1%

28.0

10

<0.1%

29.0

20

0.1%

30.0

39

0.2%

31.0

41

0.2%

32.0

65

0.4%

33.0

71

0.4%

34.0

85

0.5%

35.0

52

0.3%

36.0

55

0.3%

37.0

65

0.4%

LARGEST VALUES

97.0

1

<0.1%

95.0

3

<0.1%

94.0

14

<0.1%

93.0

29

0.2%

92.0

58

0.3%

91.0

75

0.4%

90.0

118

0.6%

89.0

74

0.4%

88.0

94

0.5%

87.0

90

0.5%

86.0

132

0.7%

85.0

149

0.8%

84.0

189

1.0%

83.0

222

1.2%

82.0

230

1.3%

LongShots

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

ShotPower

0.89

Finishing

0.88

Volleys

0.87

Positioning

0.86

Dribbling

0.84

Special

0.84

BallControl

0.84

Curve

0.84

Penalties

0.81

FKAccuracy

0.80

ShortPassing

0.76

Vision

0.75

Crossing

0.74

LongPassing

0.67

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LS

0.92

ST

0.92

RS

0.92

LAM

0.91

CAM

0.91

RAM

0.91

LM

0.88

RM

0.88

LCM

0.84

CM

0.84

RCM

0.84

Position

0.80

Skill Moves

0.79

LDM

0.68

MOST FREQUENT VALUES

59.0

508

2.8%

58.0

496

2.7%

62.0

485

2.7%

65.0

436

2.4%

55.0

435

2.4%

64.0

430

2.4%

60.0

408

2.2%

56.0

401

2.2%

52.0

395

2.2%

63.0

385

2.1%

66.0

378

2.1%

68.0

376

2.1%

61.0

372

2.0%

57.0

370

2.0%

54.0

361

2.0%

SMALLEST VALUES

3.0

1

<0.1%

4.0

6

<0.1%

5.0

84

0.5%

6.0

110

0.6%

7.0

107

0.6%

8.0

123

0.7%

9.0

112

0.6%

10.0

80

0.4%

11.0

135

0.7%

12.0

217

1.2%

13.0

195

1.1%

14.0

194

1.1%

15.0

182

1.0%

16.0

158

0.9%

17.0

176

1.0%

LARGEST VALUES

94.0

1

<0.1%

93.0

2

<0.1%

92.0

2

<0.1%

91.0

2

<0.1%

90.0

2

<0.1%

89.0

2

<0.1%

88.0

6

<0.1%

87.0

9

<0.1%

86.0

10

<0.1%

85.0

7

<0.1%

84.0

15

<0.1%

83.0

16

<0.1%

82.0

36

0.2%

81.0

31

0.2%

80.0

60

0.3%

Aggression

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Interceptions

0.75

StandingTackle

0.74

Marking

0.72

SlidingTackle

0.72

HeadingAccuracy

0.69

Special

0.67

Stamina

0.65

ShortPassing

0.61

LongPassing

0.59

GKHandling

-0.58

GKDiving

-0.58

GKReflexes

-0.58

GKKicking

-0.57

GKPositioning

-0.57

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LDM

0.83

CDM

0.83

RDM

0.83

LB

0.80

RB

0.80

LWB

0.78

RWB

0.78

Position

0.73

LCM

0.67

CM

0.67

RCM

0.67

LM

0.63

RM

0.63

LAM

0.63

MOST FREQUENT VALUES

65.0

516

2.8%

68.0

514

2.8%

70.0

489

2.7%

60.0

464

2.6%

58.0

458

2.5%

55.0

432

2.4%

72.0

427

2.4%

62.0

427

2.4%

66.0

424

2.3%

59.0

421

2.3%

64.0

398

2.2%

67.0

398

2.2%

71.0

390

2.1%

63.0

390

2.1%

69.0

377

2.1%

SMALLEST VALUES

11.0

5

<0.1%

12.0

12

<0.1%

13.0

17

<0.1%

14.0

11

<0.1%

15.0

25

0.1%

16.0

61

0.3%

17.0

85

0.5%

18.0

87

0.5%

19.0

107

0.6%

20.0

112

0.6%

21.0

108

0.6%

22.0

140

0.8%

23.0

113

0.6%

24.0

121

0.7%

25.0

163

0.9%

LARGEST VALUES

95.0

1

<0.1%

94.0

8

<0.1%

93.0

3

<0.1%

92.0

16

<0.1%

91.0

13

<0.1%

90.0

35

0.2%

89.0

28

0.2%

88.0

55

0.3%

87.0

52

0.3%

86.0

55

0.3%

85.0

84

0.5%

84.0

89

0.5%

83.0

111

0.6%

82.0

146

0.8%

81.0

155

0.9%

Interceptions

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

StandingTackle

0.94

SlidingTackle

0.93

Marking

0.89

Aggression

0.75

LongPassing

0.60

Stamina

0.58

Special

0.56

HeadingAccuracy

0.55

ShortPassing

0.54

GKHandling

-0.49

GKReflexes

-0.49

GKDiving

-0.49

GKKicking

-0.49

GKPositioning

-0.48

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LB

0.93

RB

0.93

LDM

0.92

CDM

0.92

RDM

0.92

LWB

0.87

RWB

0.87

Position

0.86

LCM

0.60

CM

0.60

RCM

0.60

LS

0.56

ST

0.56

RS

0.56

MOST FREQUENT VALUES

62.0

509

2.8%

66.0

505

2.8%

65.0

493

2.7%

63.0

477

2.6%

64.0

465

2.6%

60.0

428

2.4%

68.0

408

2.2%

58.0

402

2.2%

67.0

389

2.1%

22.0

373

2.1%

59.0

373

2.1%

61.0

370

2.0%

57.0

363

2.0%

23.0

359

2.0%

55.0

349

1.9%

SMALLEST VALUES

3.0

1

<0.1%

4.0

1

<0.1%

5.0

6

<0.1%

6.0

46

0.3%

7.0

46

0.3%

8.0

53

0.3%

9.0

56

0.3%

10.0

136

0.7%

11.0

172

0.9%

12.0

213

1.2%

13.0

195

1.1%

14.0

209

1.2%

15.0

225

1.2%

16.0

235

1.3%

17.0

262

1.4%

LARGEST VALUES

92.0

2

<0.1%

90.0

3

<0.1%

89.0

3

<0.1%

88.0

5

<0.1%

87.0

12

<0.1%

86.0

16

<0.1%

85.0

17

<0.1%

84.0

24

0.1%

83.0

25

0.1%

82.0

49

0.3%

81.0

57

0.3%

80.0

74

0.4%

79.0

79

0.4%

78.0

98

0.5%

77.0

110

0.6%

Positioning

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Dribbling

0.90

Finishing

0.89

BallControl

0.86

LongShots

0.86

Volleys

0.85

Special

0.82

Curve

0.81

ShotPower

0.81

Penalties

0.80

Crossing

0.78

ShortPassing

0.76

Vision

0.73

FKAccuracy

0.73

Agility

0.71

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LS

0.94

ST

0.94

RS

0.94

LAM

0.93

CAM

0.93

RAM

0.93

LM

0.92

RM

0.92

Position

0.87

LCM

0.84

CM

0.84

RCM

0.84

Skill Moves

0.83

LB

0.75

MOST FREQUENT VALUES

58.0

574

3.2%

65.0

537

3.0%

62.0

516

2.8%

64.0

509

2.8%

60.0

503

2.8%

59.0

494

2.7%

63.0

478

2.6%

55.0

461

2.5%

68.0

459

2.5%

66.0

457

2.5%

61.0

442

2.4%

53.0

428

2.4%

56.0

427

2.4%

57.0

427

2.4%

67.0

423

2.3%

SMALLEST VALUES

2.0

5

<0.1%

3.0

9

<0.1%

4.0

69

0.4%

5.0

110

0.6%

6.0

144

0.8%

7.0

138

0.8%

8.0

132

0.7%

9.0

83

0.5%

10.0

139

0.8%

11.0

195

1.1%

12.0

219

1.2%

13.0

190

1.0%

14.0

145

0.8%

15.0

144

0.8%

16.0

109

0.6%

LARGEST VALUES

95.0

1

<0.1%

94.0

1

<0.1%

93.0

2

<0.1%

92.0

5

<0.1%

91.0

3

<0.1%

90.0

4

<0.1%

89.0

5

<0.1%

88.0

7

<0.1%

87.0

12

<0.1%

86.0

10

<0.1%

85.0

17

<0.1%

84.0

31

0.2%

83.0

39

0.2%

82.0

42

0.2%

81.0

44

0.2%

Vision

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Special

0.76

LongShots

0.75

Curve

0.74

Positioning

0.73

Dribbling

0.73

BallControl

0.72

FKAccuracy

0.72

ShortPassing

0.71

Volleys

0.70

LongPassing

0.70

Finishing

0.70

Crossing

0.68

ShotPower

0.68

Composure

0.64

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LAM

0.87

CAM

0.87

RAM

0.87

LM

0.84

RM

0.84

LCM

0.83

CM

0.83

RCM

0.83

LS

0.78

ST

0.78

RS

0.78

Position

0.70

Skill Moves

0.69

LWB

0.54

MOST FREQUENT VALUES

58.0

595

3.3%

55.0

565

3.1%

60.0

541

3.0%

59.0

536

3.0%

62.0

513

2.8%

65.0

507

2.8%

64.0

498

2.7%

53.0

472

2.6%

63.0

470

2.6%

52.0

469

2.6%

57.0

460

2.5%

54.0

457

2.5%

56.0

442

2.4%

66.0

439

2.4%

50.0

437

2.4%

SMALLEST VALUES

10.0

6

<0.1%

11.0

20

0.1%

12.0

20

0.1%

13.0

17

<0.1%

14.0

24

0.1%

15.0

18

<0.1%

16.0

16

<0.1%

17.0

17

<0.1%

18.0

27

0.1%

19.0

31

0.2%

20.0

37

0.2%

21.0

35

0.2%

22.0

44

0.2%

23.0

51

0.3%

24.0

60

0.3%

LARGEST VALUES

94.0

2

<0.1%

93.0

1

<0.1%

92.0

2

<0.1%

91.0

3

<0.1%

90.0

1

<0.1%

89.0

3

<0.1%

88.0

4

<0.1%

87.0

12

<0.1%

86.0

19

0.1%

85.0

15

<0.1%

84.0

20

0.1%

83.0

33

0.2%

82.0

38

0.2%

81.0

44

0.2%

80.0

68

0.4%

Penalties

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Finishing

0.84

Volleys

0.83

LongShots

0.81

Positioning

0.80

ShotPower

0.80

BallControl

0.77

Dribbling

0.77

Curve

0.75

Special

0.73

FKAccuracy

0.73

ShortPassing

0.68

Crossing

0.65

Vision

0.63

GKDiving

-0.62

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LS

0.85

ST

0.85

RS

0.85

LAM

0.81

CAM

0.81

RAM

0.81

Position

0.79

LM

0.79

RM

0.79

Skill Moves

0.75

LCM

0.74

CM

0.74

RCM

0.74

LB

0.70

MOST FREQUENT VALUES

45.0

492

2.7%

55.0

488

2.7%

49.0

480

2.6%

48.0

473

2.6%

58.0

471

2.6%

59.0

468

2.6%

60.0

452

2.5%

50.0

444

2.4%

44.0

426

2.3%

42.0

420

2.3%

40.0

419

2.3%

61.0

411

2.3%

47.0

409

2.3%

46.0

406

2.2%

41.0

397

2.2%

SMALLEST VALUES

5.0

1

<0.1%

7.0

1

<0.1%

8.0

4

<0.1%

9.0

6

<0.1%

10.0

52

0.3%

11.0

83

0.5%

12.0

107

0.6%

13.0

101

0.6%

14.0

102

0.6%

15.0

122

0.7%

16.0

114

0.6%

17.0

107

0.6%

18.0

112

0.6%

19.0

127

0.7%

20.0

113

0.6%

LARGEST VALUES

92.0

1

<0.1%

91.0

1

<0.1%

90.0

6

<0.1%

89.0

3

<0.1%

88.0

7

<0.1%

87.0

3

<0.1%

86.0

5

<0.1%

85.0

14

<0.1%

84.0

14

<0.1%

83.0

20

0.1%

82.0

18

<0.1%

81.0

29

0.2%

80.0

58

0.3%

79.0

38

0.2%

78.0

47

0.3%

Composure

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Special

0.75

Overall

0.73

Unnamed: 0

-0.72

Reactions

0.69

ShortPassing

0.69

BallControl

0.67

LongPassing

0.65

Vision

0.64

ShotPower

0.63

Curve

0.62

LongShots

0.62

Dribbling

0.60

Volleys

0.60

FKAccuracy

0.59

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LCM

0.75

CM

0.75

RCM

0.75

LAM

0.71

CAM

0.71

RAM

0.71

LM

0.70

RM

0.70

LS

0.70

ST

0.70

RS

0.70

LDM

0.65

CDM

0.65

RDM

0.65

MOST FREQUENT VALUES

60.0

743

4.1%

58.0

698

3.8%

62.0

690

3.8%

65.0

689

3.8%

55.0

664

3.7%

64.0

643

3.5%

59.0

616

3.4%

63.0

601

3.3%

68.0

593

3.3%

66.0

560

3.1%

56.0

551

3.0%

67.0

548

3.0%

61.0

540

3.0%

57.0

537

3.0%

70.0

505

2.8%

SMALLEST VALUES

3.0

1

<0.1%

12.0

3

<0.1%

13.0

3

<0.1%

14.0

1

<0.1%

15.0

3

<0.1%

18.0

2

<0.1%

19.0

1

<0.1%

20.0

4

<0.1%

21.0

14

<0.1%

22.0

27

0.1%

23.0

22

0.1%

24.0

17

<0.1%

25.0

28

0.2%

26.0

23

0.1%

27.0

26

0.1%

LARGEST VALUES

96.0

1

<0.1%

95.0

1

<0.1%

94.0

1

<0.1%

93.0

2

<0.1%

92.0

1

<0.1%

91.0

3

<0.1%

90.0

5

<0.1%

89.0

5

<0.1%

88.0

6

<0.1%

87.0

11

<0.1%

86.0

24

0.1%

85.0

19

0.1%

84.0

44

0.2%

83.0

44

0.2%

82.0

78

0.4%

Marking

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

StandingTackle

0.91

SlidingTackle

0.90

Interceptions

0.89

Aggression

0.72

Stamina

0.59

LongPassing

0.59

HeadingAccuracy

0.58

Special

0.56

ShortPassing

0.56

GKHandling

-0.55

GKReflexes

-0.55

GKDiving

-0.55

GKKicking

-0.55

GKPositioning

-0.55

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LB

0.89

RB

0.89

LDM

0.89

CDM

0.89

RDM

0.89

Position

0.87

LWB

0.85

RWB

0.85

LS

0.63

ST

0.63

RS

0.63

LCM

0.62

CM

0.62

RCM

0.62

MOST FREQUENT VALUES

60.0

573

3.2%

62.0

549

3.0%

65.0

525

2.9%

64.0

485

2.7%

58.0

466

2.6%

55.0

453

2.5%

63.0

428

2.4%

66.0

427

2.4%

59.0

424

2.3%

68.0

420

2.3%

67.0

419

2.3%

70.0

390

2.1%

69.0

358

2.0%

61.0

356

2.0%

56.0

328

1.8%

SMALLEST VALUES

3.0

1

<0.1%

4.0

1

<0.1%

5.0

16

<0.1%

6.0

29

0.2%

7.0

53

0.3%

8.0

86

0.5%

9.0

94

0.5%

10.0

165

0.9%

11.0

163

0.9%

12.0

248

1.4%

13.0

149

0.8%

14.0

187

1.0%

15.0

232

1.3%

16.0

173

1.0%

17.0

191

1.1%

LARGEST VALUES

94.0

1

<0.1%

93.0

1

<0.1%

92.0

1

<0.1%

91.0

2

<0.1%

90.0

9

<0.1%

89.0

2

<0.1%

88.0

9

<0.1%

87.0

5

<0.1%

86.0

6

<0.1%

85.0

17

<0.1%

84.0

12

<0.1%

83.0

21

0.1%

82.0

31

0.2%

81.0

30

0.2%

80.0

65

0.4%

StandingTackle

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

SlidingTackle

0.97

Interceptions

0.94

Marking

0.91

Aggression

0.74

LongPassing

0.59

Stamina

0.57

HeadingAccuracy

0.56

ShortPassing

0.54

Special

0.54

GKHandling

-0.53

GKReflexes

-0.53

GKKicking

-0.53

GKDiving

-0.53

GKPositioning

-0.53

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LB

0.93

RB

0.93

LDM

0.91

CDM

0.91

RDM

0.91

Position

0.89

LWB

0.87

RWB

0.87

LS

0.62

ST

0.62

RS

0.62

LCM

0.61

CM

0.61

RCM

0.61

MOST FREQUENT VALUES

66.0

617

3.4%

64.0

605

3.3%

65.0

595

3.3%

63.0

518

2.9%

68.0

514

2.8%

62.0

490

2.7%

67.0

463

2.5%

70.0

435

2.4%

69.0

400

2.2%

14.0

386

2.1%

13.0

382

2.1%

61.0

370

2.0%

12.0

362

2.0%

60.0

358

2.0%

72.0

357

2.0%

SMALLEST VALUES

2.0

1

<0.1%

5.0

1

<0.1%

6.0

3

<0.1%

7.0

4

<0.1%

8.0

22

0.1%

9.0

41

0.2%

10.0

153

0.8%

11.0

285

1.6%

12.0

362

2.0%

13.0

382

2.1%

14.0

386

2.1%

15.0

307

1.7%

16.0

238

1.3%

17.0

258

1.4%

18.0

283

1.6%

LARGEST VALUES

93.0

1

<0.1%

92.0

1

<0.1%

91.0

2

<0.1%

90.0

6

<0.1%

89.0

5

<0.1%

88.0

5

<0.1%

87.0

11

<0.1%

86.0

15

<0.1%

85.0

18

<0.1%

84.0

33

0.2%

83.0

33

0.2%

82.0

44

0.2%

81.0

56

0.3%

80.0

70

0.4%

79.0

93

0.5%

SlidingTackle

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

StandingTackle

0.97

Interceptions

0.93

Marking

0.90

Aggression

0.72

LongPassing

0.56

Stamina

0.54

HeadingAccuracy

0.53

GKHandling

-0.51

GKReflexes

-0.51

GKKicking

-0.51

GKDiving

-0.51

ShortPassing

0.51

Special

0.51

GKPositioning

-0.51

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LB

0.92

RB

0.92

Position

0.89

LDM

0.89

CDM

0.89

RDM

0.89

LWB

0.85

RWB

0.85

LS

0.62

ST

0.62

RS

0.62

LAM

0.58

CAM

0.58

RAM

0.58

MOST FREQUENT VALUES

62.0

590

3.2%

64.0

586

3.2%

63.0

536

3.0%

65.0

514

2.8%

60.0

461

2.5%

61.0

450

2.5%

68.0

435

2.4%

66.0

429

2.4%

14.0

419

2.3%

13.0

416

2.3%

12.0

410

2.3%

58.0

399

2.2%

67.0

395

2.2%

59.0

383

2.1%

70.0

356

2.0%

SMALLEST VALUES

3.0

1

<0.1%

4.0

2

<0.1%

6.0

3

<0.1%

7.0

5

<0.1%

8.0

17

<0.1%

9.0

40

0.2%

10.0

173

1.0%

11.0

306

1.7%

12.0

410

2.3%

13.0

416

2.3%

14.0

419

2.3%

15.0

324

1.8%

16.0

296

1.6%

17.0

297

1.6%

18.0

319

1.8%

LARGEST VALUES

91.0

1

<0.1%

90.0

2

<0.1%

89.0

2

<0.1%

88.0

4

<0.1%

87.0

7

<0.1%

86.0

13

<0.1%

85.0

19

0.1%

84.0

16

<0.1%

83.0

16

<0.1%

82.0

38

0.2%

81.0

29

0.2%

80.0

61

0.3%

79.0

57

0.3%

78.0

84

0.5%

77.0

101

0.6%

GKDiving

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

GKReflexes

0.97

GKHandling

0.97

GKPositioning

0.97

GKKicking

0.97

BallControl

-0.79

Dribbling

-0.75

HeadingAccuracy

-0.75

ShortPassing

-0.73

Stamina

-0.70

Positioning

-0.68

Special

-0.67

Crossing

-0.66

ShotPower

-0.65

Penalties

-0.62

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Skill Moves

0.98

Position

0.98

LDM

0.95

CDM

0.95

RDM

0.95

LWB

0.95

RWB

0.95

LB

0.95

RB

0.95

LM

0.95

RM

0.95

LCM

0.95

CM

0.95

RCM

0.95

MOST FREQUENT VALUES

8.0

1,617

8.9%

9.0

1,586

8.7%

7.0

1,581

8.7%

12.0

1,575

8.7%

14.0

1,564

8.6%

10.0

1,563

8.6%

13.0

1,551

8.5%

11.0

1,500

8.3%

6.0

1,305

7.2%

15.0

1,236

6.8%

16.0

561

3.1%

5.0

388

2.1%

63.0

116

0.6%

68.0

114

0.6%

66.0

114

0.6%

SMALLEST VALUES

1.0

27

0.1%

2.0

6

<0.1%

3.0

19

0.1%

4.0

27

0.1%

5.0

388

2.1%

6.0

1,305

7.2%

7.0

1,581

8.7%

8.0

1,617

8.9%

9.0

1,586

8.7%

10.0

1,563

8.6%

11.0

1,500

8.3%

12.0

1,575

8.7%

13.0

1,551

8.5%

14.0

1,564

8.6%

15.0

1,236

6.8%

LARGEST VALUES

90.0

3

<0.1%

88.0

3

<0.1%

87.0

3

<0.1%

86.0

4

<0.1%

85.0

8

<0.1%

84.0

4

<0.1%

83.0

11

<0.1%

82.0

14

<0.1%

81.0

16

<0.1%

80.0

18

<0.1%

79.0

22

0.1%

78.0

34

0.2%

77.0

25

0.1%

76.0

36

0.2%

75.0

45

0.2%

GKHandling

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

GKDiving

0.97

GKReflexes

0.97

GKPositioning

0.97

GKKicking

0.97

BallControl

-0.79

Dribbling

-0.75

HeadingAccuracy

-0.75

ShortPassing

-0.73

Stamina

-0.70

Positioning

-0.68

Special

-0.67

Crossing

-0.66

ShotPower

-0.65

Penalties

-0.62

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Skill Moves

0.97

Position

0.97

LCM

0.95

CM

0.95

RCM

0.95

LWB

0.95

RWB

0.95

LB

0.95

RB

0.95

LM

0.95

RM

0.95

LDM

0.95

CDM

0.95

RDM

0.95

MOST FREQUENT VALUES

10.0

1,630

9.0%

11.0

1,602

8.8%

12.0

1,596

8.8%

7.0

1,585

8.7%

14.0

1,582

8.7%

8.0

1,562

8.6%

9.0

1,559

8.6%

13.0

1,512

8.3%

6.0

1,226

6.8%

15.0

1,190

6.6%

16.0

640

3.5%

5.0

343

1.9%

60.0

127

0.7%

64.0

120

0.7%

59.0

112

0.6%

SMALLEST VALUES

1.0

27

0.1%

2.0

9

<0.1%

3.0

24

0.1%

4.0

25

0.1%

5.0

343

1.9%

6.0

1,226

6.8%

7.0

1,585

8.7%

8.0

1,562

8.6%

9.0

1,559

8.6%

10.0

1,630

9.0%

11.0

1,602

8.8%

12.0

1,596

8.8%

13.0

1,512

8.3%

14.0

1,582

8.7%

15.0

1,190

6.6%

LARGEST VALUES

92.0

1

<0.1%

91.0

1

<0.1%

87.0

1

<0.1%

86.0

2

<0.1%

85.0

3

<0.1%

84.0

6

<0.1%

83.0

5

<0.1%

82.0

6

<0.1%

81.0

10

<0.1%

80.0

12

<0.1%

79.0

7

<0.1%

78.0

8

<0.1%

77.0

22

0.1%

76.0

34

0.2%

75.0

18

<0.1%

GKKicking

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

GKReflexes

0.97

GKDiving

0.97

GKHandling

0.97

GKPositioning

0.96

BallControl

-0.78

Dribbling

-0.75

HeadingAccuracy

-0.75

ShortPassing

-0.72

Stamina

-0.70

Positioning

-0.67

Special

-0.67

Crossing

-0.66

ShotPower

-0.65

Penalties

-0.61

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Skill Moves

0.97

Position

0.97

LM

0.95

RM

0.95

LS

0.95

ST

0.95

RS

0.95

LAM

0.95

CAM

0.95

RAM

0.95

LCM

0.95

CM

0.95

RCM

0.95

LDM

0.95

MOST FREQUENT VALUES

12.0

1,629

9.0%

9.0

1,616

8.9%

7.0

1,592

8.8%

13.0

1,573

8.7%

8.0

1,572

8.7%

14.0

1,556

8.6%

10.0

1,545

8.5%

11.0

1,528

8.4%

6.0

1,232

6.8%

15.0

1,173

6.5%

16.0

616

3.4%

5.0

379

2.1%

60.0

133

0.7%

62.0

121

0.7%

58.0

119

0.7%

SMALLEST VALUES

1.0

28

0.2%

2.0

6

<0.1%

3.0

23

0.1%

4.0

22

0.1%

5.0

379

2.1%

6.0

1,232

6.8%

7.0

1,592

8.8%

8.0

1,572

8.7%

9.0

1,616

8.9%

10.0

1,545

8.5%

11.0

1,528

8.4%

12.0

1,629

9.0%

13.0

1,573

8.7%

14.0

1,556

8.6%

15.0

1,173

6.5%

LARGEST VALUES

91.0

2

<0.1%

88.0

2

<0.1%

87.0

1

<0.1%

85.0

3

<0.1%

84.0

1

<0.1%

83.0

1

<0.1%

82.0

6

<0.1%

81.0

4

<0.1%

80.0

3

<0.1%

79.0

9

<0.1%

78.0

13

<0.1%

77.0

18

<0.1%

76.0

23

0.1%

75.0

28

0.2%

74.0

29

0.2%

GKPositioning

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

GKReflexes

0.97

GKDiving

0.97

GKHandling

0.97

GKKicking

0.96

BallControl

-0.78

Dribbling

-0.75

HeadingAccuracy

-0.74

ShortPassing

-0.72

Stamina

-0.70

Positioning

-0.68

Special

-0.67

Crossing

-0.66

ShotPower

-0.65

Penalties

-0.62

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Skill Moves

0.97

Position

0.97

LDM

0.95

CDM

0.95

RDM

0.95

LB

0.95

RB

0.95

LWB

0.95

RWB

0.95

LCM

0.95

CM

0.95

RCM

0.95

LAM

0.95

CAM

0.95

MOST FREQUENT VALUES

10.0

1,647

9.1%

7.0

1,587

8.7%

8.0

1,586

8.7%

11.0

1,582

8.7%

9.0

1,559

8.6%

14.0

1,551

8.5%

12.0

1,549

8.5%

13.0

1,547

8.5%

15.0

1,241

6.8%

6.0

1,229

6.8%

16.0

571

3.1%

5.0

376

2.1%

63.0

106

0.6%

65.0

104

0.6%

62.0

99

0.5%

SMALLEST VALUES

1.0

28

0.2%

2.0

7

<0.1%

3.0

18

<0.1%

4.0

28

0.2%

5.0

376

2.1%

6.0

1,229

6.8%

7.0

1,587

8.7%

8.0

1,586

8.7%

9.0

1,559

8.6%

10.0

1,647

9.1%

11.0

1,582

8.7%

12.0

1,549

8.5%

13.0

1,547

8.5%

14.0

1,551

8.5%

15.0

1,241

6.8%

LARGEST VALUES

90.0

1

<0.1%

89.0

1

<0.1%

88.0

2

<0.1%

87.0

1

<0.1%

86.0

2

<0.1%

85.0

5

<0.1%

84.0

2

<0.1%

83.0

5

<0.1%

82.0

16

<0.1%

81.0

15

<0.1%

80.0

13

<0.1%

79.0

15

<0.1%

78.0

18

<0.1%

77.0

34

0.2%

76.0

27

0.1%

GKReflexes

MISSING:

48

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

GKDiving

0.97

GKHandling

0.97

GKPositioning

0.97

GKKicking

0.97

BallControl

-0.79

Dribbling

-0.75

HeadingAccuracy

-0.75

ShortPassing

-0.73

Stamina

-0.70

Positioning

-0.68

Special

-0.67

Crossing

-0.66

ShotPower

-0.65

Penalties

-0.62

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Skill Moves

0.97

Position

0.97

LM

0.95

RM

0.95

LCM

0.95

CM

0.95

RCM

0.95

LDM

0.95

CDM

0.95

RDM

0.95

LB

0.95

RB

0.95

LWB

0.95

RWB

0.95

MOST FREQUENT VALUES

11.0

1,602

8.8%

10.0

1,602

8.8%

8.0

1,598

8.8%

7.0

1,577

8.7%

14.0

1,571

8.7%

9.0

1,560

8.6%

12.0

1,545

8.5%

13.0

1,515

8.3%

6.0

1,296

7.1%

15.0

1,189

6.5%

16.0

581

3.2%

5.0

375

2.1%

64.0

110

0.6%

66.0

107

0.6%

63.0

105

0.6%

SMALLEST VALUES

1.0

27

0.1%

2.0

5

<0.1%

3.0

24

0.1%

4.0

26

0.1%

5.0

375

2.1%

6.0

1,296

7.1%

7.0

1,577

8.7%

8.0

1,598

8.8%

9.0

1,560

8.6%

10.0

1,602

8.8%

11.0

1,602

8.8%

12.0

1,545

8.5%

13.0

1,515

8.3%

14.0

1,571

8.7%

15.0

1,189

6.5%

LARGEST VALUES

94.0

1

<0.1%

92.0

1

<0.1%

90.0

3

<0.1%

89.0

2

<0.1%

88.0

6

<0.1%

87.0

4

<0.1%

86.0

5

<0.1%

85.0

7

<0.1%

84.0

12

<0.1%

83.0

15

<0.1%

82.0

17

<0.1%

81.0

18

<0.1%

80.0

16

<0.1%

79.0

26

0.1%

78.0

31

0.2%

Release Clause

MISSING:

1,564

(9%)

557

3%

-

€1.1M

423

3%

-

€1.3M

386

2%

-

€1.4M

385

2%

-

€1.2M

337

2%

-

€1.5M

318

2%

-

€1.6M

286

2%

-

€1M

246

1%

-

€1.8M

216

1%

-

€1.7M

204

1%

-

€1.9M

191

1%

-

€2M

152

<1%

-

€2.2M

147

<1%

-

€2.1M

133

<1%

-

€2.4M

123

<1%

-

€2.3M

112

<1%

-

€2.5M

102

<1%

-

€2.9M

96

<1%

-

€2.6M

95

<1%

-

€2.7M

88

<1%

-

€3M

87

<1%

-

€2.8M

76

<1%

-

€3.1M

74

<1%

-

€3.6M

72

<1%

-

€3.3M

70

<1%

-

€3.4M

70

<1%

-

€3.2M

65

<1%

-

€4M

59

<1%

-

€656K

58

<1%

-

€3.9M

58

<1%

-

€3.5M

58

<1%

-

€3.8M

56

<1%

-

€5.1M

56

<1%

-

€788K

56

<1%

-

€4.3M

54

<1%

-

€4.9M

53

<1%

-

€5M

52

<1%

-

€5.7M

50

<1%

-

€4.6M

49

<1%

-

€4.5M

48

<1%

-

€4.8M

48

<1%

-

€5.4M

47

<1%

-

€6.3M

46

<1%

-

€563K

46

<1%

-

€508K

46

<1%

-

€7M

46

<1%

-

€9.4M

45

<1%

-

€4.2M

44

<1%

-

€6.5M

43

<1%

-

€544K

42

<1%

-

€438K

41

<1%

-

€4.1M

41

<1%

-

€3.7M

41

<1%

-

€10.5M

40

<1%

-

€4.4M

39

<1%

-

€338K

39

<1%

-

€4.7M

38

<1%

-

€455K

38

<1%

-

€5.3M

38

<1%

-

€6M

37

<1%

-

€713K

9,980

60%

-

(Other)

Wage_Number

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Overall

0.57

Reactions

0.50

Potential

0.49

Unnamed: 0

-0.48

Composure

0.42

Special

0.35

Vision

0.32

ShortPassing

0.30

BallControl

0.28

LongPassing

0.28

Curve

0.26

ShotPower

0.26

Volleys

0.26

LongShots

0.25

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

LAM

0.76

CAM

0.76

RAM

0.76

LM

0.76

RM

0.76

LCM

0.75

CM

0.75

RCM

0.75

LS

0.72

ST

0.72

RS

0.72

International Reputation

0.71

LDM

0.70

CDM

0.70

MOST FREQUENT VALUES

1000.0

4,900

26.9%

2000.0

2,827

15.5%

3000.0

1,857

10.2%

4000.0

1,255

6.9%

5000.0

869

4.8%

6000.0

682

3.7%

7000.0

488

2.7%

8000.0

423

2.3%

9000.0

328

1.8%

10000.0

319

1.8%

11000.0

292

1.6%

12000.0

256

1.4%

0.0

241

1.3%

13000.0

227

1.2%

15000.0

200

1.1%

SMALLEST VALUES

0.0

241

1.3%

1000.0

4,900

26.9%

2000.0

2,827

15.5%

3000.0

1,857

10.2%

4000.0

1,255

6.9%

5000.0

869

4.8%

6000.0

682

3.7%

7000.0

488

2.7%

8000.0

423

2.3%

9000.0

328

1.8%

10000.0

319

1.8%

11000.0

292

1.6%

12000.0

256

1.4%

13000.0

227

1.2%

14000.0

188

1.0%

LARGEST VALUES

565000.0

1

<0.1%

455000.0

1

<0.1%

420000.0

1

<0.1%

405000.0

1

<0.1%

380000.0

1

<0.1%

355000.0

3

<0.1%

340000.0

2

<0.1%

315000.0

3

<0.1%

300000.0

1

<0.1%

290000.0

1

<0.1%

285000.0

3

<0.1%

265000.0

1

<0.1%

260000.0

2

<0.1%

255000.0

1

<0.1%

250000.0

1

<0.1%